{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# x-y图",
   "id": "9e7428e9384421bb"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:09:09.421093Z",
     "start_time": "2025-03-03T02:09:09.328016Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "from matplotlib import font_manager\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=16)\n",
    "x = range(1, 11)\n",
    "y = [random.randint(1, 10) for i in range(10)]\n",
    "plt.plot(x, y, color='red', linestyle='--', marker='o')\n",
    "plt.xlabel('x轴', fontproperties=my_font)\n",
    "plt.ylabel('y轴', fontproperties=my_font)\n",
    "plt.title('x-y图', fontproperties=my_font)"
   ],
   "id": "c6c4abd816c78aa1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'x-y图')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:48:24.269100Z",
     "start_time": "2025-03-03T02:48:24.111363Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 假设大家在 30 岁的时候，根据自己的实际情况，统计出来你和你同事各自从 11 岁到 30 岁每年交的男/女朋友的数量如列表y1 和y2，请在一个图中绘制出该数据的折线图，从而分析每年交朋友的数量走势。\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "x = range(11, 31)  # # 设置图形\n",
    "plt.figure(figsize=(20, 8), dpi=80)  #设置画布大小，太小会显示不出来xx岁\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=16)\n",
    "plt.plot(x, y1, color='red', linestyle='--', label='我')  #label是图例的名字\n",
    "plt.plot(x, y2, color='blue', linestyle='--', label='同事')\n",
    "xtick_labels = ['{}岁'.format(i) for i in x]\n",
    "#x是x轴坐标，xtick_labels是x轴坐标的标签，fontproperties是字体\n",
    "plt.xticks(x, xtick_labels, fontproperties=my_font)\n",
    "plt.xlabel('年龄', fontproperties=my_font)\n",
    "plt.ylabel('交往男/女朋友数量', fontproperties=my_font)\n",
    "plt.title('y-x', fontproperties=my_font)\n",
    "plt.legend(prop=my_font, loc='upper right')  # legend显示图例 prop = my_font,其他都是frontproperties=my_font\n",
    "plt.show()"
   ],
   "id": "9b6e656c4d5f6b39",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 33
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 一图多个坐标子图",
   "id": "33f983f37154e93d"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:56:36.164022Z",
     "start_time": "2025-03-03T02:56:35.962317Z"
    }
   },
   "cell_type": "code",
   "source": [
    "###7.8 拓展（一图多个坐标系子图）\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.arange(1, 100)  # 定义x轴数据，1-100\n",
    "fig, axes = plt.subplots(2, 2)  #创建子图，2行2列\n",
    "ax1 = axes[0, 0]\n",
    "ax2 = axes[0, 1]\n",
    "ax3 = axes[1, 0]\n",
    "ax4 = axes[1, 1]\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)  \n",
    "#作图 1\n",
    "ax1.plot(x, x)  \n",
    "# 作 图 2\n",
    "ax2.plot(x, -x)  \n",
    "#作图 3\n",
    "ax3.plot(x, x ** 2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1, alpha=0.3)  #grid设置网格线颜色 \n",
    "#作图 4\n",
    "ax4.plot(x, np.log(x))\n",
    "\n",
    "plt.show()"
   ],
   "id": "e5b3c4c777ccdb81",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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IyC2GnbUlPny6JYa0DzSbWh7qyzdixAi92zRsqBy2Ta5fv47HH39cNJlrd1qmsoPKCXXSY6lcMZdyg9Ztm/ZkU0QGe2LKqgScy8hD/wUH8NEzLTG4nbxrtRiTXeBTUFAAS0vNyigrKysxYoPQcFUqpKgfkBToULs7je6aMGGCQdLMWHWjmp1vdl3El/+cR4UCaFTHCV8Pa4tmfvLpUFsd6tSpI25VQTU9FPRERERgyZIl95QjUVFRonNzaWmpaEYn27dvR0hICDw8zHPOo06NvcWcT9NWJWD/xZt48/cTiLl8Cx8/0wpOdkZ5imDM9Jq6+vfvj08//RSbNm0Sc3OsXbsWX3zxBZ599lnxPF3pUp+fTz75BOvXr8fJkyfxyiuviJFeAwYMMHTyGXtkmXlFGP7TEfx3uzLoGdS2nmjaMreg50FQ0NOtWzcEBQWJpvEbN26IfjvqfXeGDh0qOjbTfD805H3VqlWYN28epk+fDnNWx8VOdHr+v55NQevX/nksFU8v3I+z6fLsyM2Y7Iaz5+XliQkMKeDJzMwUAc2LL74oJiyURmNQsmlyMqrKzs7ORnR0NL755hs0bdq0yp8j12GpzLQduHgTU1Ym4OadYjjYWIlRW89F1IMpqs7fIE1lMXLkSJ3PqRdzNIHhxIkTERsbC29vb0yePBkzZswwSJqNkbk3rTJ5eJTfoVEGPrXF1AswJr+mrXk7LmDBzgugX2VTX2d8M6wtGvu4wFTJ8TcoxzQ/TGf66auPY8/5G+Ixdab/9NlWcOEpE5iRMLl5fBgzNxm5RRj6/SHM36EMeoa0C8RfE6NNOuhhxsvL2Q5LRrTHjN7NRCfo9cevo/+C/TiVmmPopDH2yDjwYczA6Kr6qXn7cDgpC062Vpj3Qht8/lxrONhaGTppzIxZWlpgQrdGWP1qRwS42ePKrQIMXHQQv8Rc0Wg6ZExuOPBhzIBLCNC8PNSJ+VZ+iVhCgDowP9OmrqGTxphKRH1PbHq9C3o090FJWQXe+ysRE1ccQ25RqaGTxthD4cCHMQNIyynEi98fEjMxk2GRQWIWZl43iRkjDydbfP9KO7zbtzmsLS2w+WS6WDblxLVsQyeNsQfGgQ9jtWzX2UzRtBV75Tac7ayxcGg4Pn02FPY23LTFjBeN6hrTpSHWjI9CXXcHpGQVYtCig/hpfxI3fTFZ4cCHsVpSWl6Bf28+I5aeuF1QitC6btj0ejT6tQ4wdNIYq7LwIA8x4WHPFr4oLVfgo42n8eovccgp4KYvJg8c+DBWC1KyCjB4cQy+23tZPB7RqQF+nxCF+l5Ohk4aYw/MzdEG374cgff7t4CtlSX+Pp2Bp+bvQ3yy7hXuGTMmHPgwVsO2JSr7QySkZMPV3lqcMD54uiXsrLlpi8m76Wtk52D8MaET6ns5IjW78G5wfwkVNN04Y0aKAx/GakhxWTk+WJ8omgFyi8oQFuguRsf0aql7MUzG5Ci0npsYjdi3tT/KKhT49+azGPPzUWTllxg6aYzpxIEPYzXg6q18PLcoBksPXhGPx3YJxppXoxDo6WjopDFW7VztbbDwxXB8MqAVbK0tsfNspqjljL2SZeikMXYPDnwYq2abT6ah3/z9OJmaA3dHG/w4vB3e6dtCnBAYM+Wmr5c61se61zqjobcT0nKK8MJ3h/D1rovc9MWMCpfEjFWTotJyvLfuFF5bfgx5xWWIqK8c/dK9ua+hk8ZYrWkR4Ir1k6MxoE2AWH9u7rZzGLE0Viy6y5gx4MCHsWqQdDMfA785iF8OXRWPxz/WCCvHdUSAu4Ohk8ZYraP5qb4c0gafD6L5qSyx9+6yLDGXbhk6aYxx4MPYo/orIRX95u/D6bRceDrZYunI9ni7TzPYWPHPi5l309eQ9kF3F9t1RmZeMYb9cAjz/rkgaoIYMxQumRl7hKatt/84gSkrE5BfUo4OwZ6iaatbiI+hk8aY0Qjxc8H6SZ3xXEQ9ULzz5T/n8fKPh5GZV2TopDEzxYEPYw/hYuYdDPj6AFbGpsDCApj8RGOsGBMJPzd7QyeNMaPjaGuN/wwOw38Hh8HBxgoHL90STV/7L9w0dNKYGeLAh7EH9EfcNfRfsB9n0/Pg7WyHX0ZF4o2eIbDmpi3G9BoUUQ8bJndGiK8Lbt4pwcs/HcYXf5/jpi9Wq7ikZqyKCkrK8H9rjuONNcdRWFqOTo28sHlKNKKbeBs6aYzJRmMfF6yb2BkvdggErW06f+dFDP3+EDJyuemL1Q4OfBirgvMZeXh64QH8HncNlhbAtB5N8cvoSPi4cNMWYw/KwdYKswe2xrwX2sDJ1gqHk7LQZ94+7D6XaeikMTPAgQ9jeigUCqyKTcbTC/eLfj0+LnZYPqYjpvRoAiuKgBhjD+2ZNnXFchfN/V3FEhcjlsTi861nUVZeYeikMRNmtIFPamoqXnrpJXh5ecHBwQGhoaE4evSoxglp1qxZ8Pf3F8/36NEDFy5cMGiamWm5U1yG6auPY8YfJ1FUWoEuTbyxeUoXRDXyMnTS2H0UFxejTZs2Ykh1QkKCxnMnTpxAly5dYG9vj8DAQMyZM8dg6WRAwzrOWPtaJ7zcsb54vGj3JTHj8/XsQkMnjZkoowx8bt++jc6dO8PGxgZbtmzB6dOn8d///hceHh6qbaiwmj9/PhYvXozDhw/DyckJvXr1QlERtxOzR3f6ei6eXrAfa+NTRc3Om71CsGxkB9GZmRm/t956CwEBAff8PTc3Fz179kT9+vURFxeHuXPn4oMPPsB3331nkHQyJXsbK3w8oBW+HtoWLnbWOHr1Np6avw87zmQYOmnMBFnDCH3++efiSmzJkiWqvwUHB2vU9nz11Vd499138cwzz4i//fzzz/D19cW6devwwgsvGCTdTP7ou7X8cDI+2ngaJWUV8Hezx/wXw9G+gaehk8aqiC6W/v77b/zxxx/i/+qWL1+OkpIS/PTTT7C1tUXLli1FjdAXX3yBcePGGSzNTIlWeG9V1xWTVsSLte5GLzuKMdHBeKt3M17rjlUbo/wmrV+/Hu3atcPgwYPh4+OD8PBwfP/996rnk5KSkJ6eLpq3JG5uboiMjERMTIze6m+64lO/MSbJKyrF5N/i8e66UyLoeTykDja93oWDHhnJyMjA2LFj8csvv8DR0fGe56l86Nq1qwh6JFRTfO7cOVHTrAuXG7WrvpcTfp8QhRGdGojHP+xPwvPfxiAlq8DQSWMmwigDn8uXL2PRokVo0qQJtm3bhgkTJuD111/HsmXLxPMU9BCq4VFHj6XndJk9e7YIkKQb1SoxRk5ey0G/Bfux8UQarC0t8K+nmuHH4e3FEhRMPrV1I0aMwPjx48WFky5UPugqN6TndOFyo/bZWVvhg6db4tuXI+Bqb42ElGz0nb8P2xIrL98Zk3XgU1FRgbZt2+Lf//63qO2hKmi6iqP+PI9i5syZyMnJUd1SUlKqLc1MvifLpQeSMGjRQVy9VYC67g5YPT4K47o2giWP2jIKb7/9tuikrO929uxZLFiwAHl5eeJ3Xp243DCcXi39RK1rm0B35BaV4dVf4vDB+kQUl5UbOmlMxoyyjw+N1GrRooXG35o3by7a7Imfn5+qWpu2ldBjGslRGTs7O3FjjOQUlmLG7yew9e5V5JMtfPGf58Lg5mhj6KQxNW+88YaoydGnYcOG2Llzp2jK0v6NU+3PsGHDRI0xlR1UTqiTHkvlijYuNwwr0NMRa8ZHYc7Ws/h+XxKWHryCuKu3sXBouGgWY8wkAh8a0UVt7urOnz8vRmJIHZ2pkNqxY4cq0KF2dxrdRc1ijN0PVZ1PWnEM124XwsbKAjP7NMfIzg1E7QEzLnXq1BG3+6FRnp988onq8fXr10X/nVWrVon+fyQqKgrvvPMOSktLxahRsn37doSEhGiMGmXGxcbKEu/0bYGODb3EzOnU8bnf/P34bFBr0SGaMdk3dU2bNg2HDh0STV0XL17EihUrxHDTiRMniufp5DR16lRRyFFH6JMnT+KVV14Rw1cHDBhg6OQzI2/a+mHfZQxefFAEPYGeDvh9fCeMig7moEfmgoKC0KpVK9WtadOm4u+NGjVCvXr1xP+HDh0qOjaPHj0aiYmJIiiaN28epk+fbuDUs6ro3twXm1/vgnb1PZBXXIaJK47h3XU0zxY3fTGZ1/i0b98ea9euFW3rH330kajhoeHrVF2tPk9Hfn6+6P+TnZ2N6OhobN26VUxKxpgu2QUlYq2tf84op8V/KtRPTJvv5sBNW+aCOifTUHe6iIqIiIC3t7eYCJWHsstHgLsDfhvXEV9sPy8mO/z1UDKOXc0WTV80GSJj92OhoEtgM0XNY1QQUodFV1dXQyeH1aC4q1mYvCIe13OKYGtliff6NcdLHetzLY+ByfE3KMc0m6o9529g2qoEsdwFrfn174GhYhkMZvpyH+F3aJRNXYxVl4oKBRbvuYTnvz0kgp4GXo74k6bHj+L+PIzJ3WNN62DLlC6IDPZEfkk5pqxMwNt/nOCmL6YXBz7MZN26U4xRy2Lx2ZazKK9Q4OmwAGx8vQta1XUzdNIYY9XE19Uey8dE4vUnGoOuZVbGpuCZhQdwMTPP0EljRooDH2aSDl++Jdb62X3uBuysLfHZwFDMe6ENnO2MslsbY+wRWFtZYnrPEPw6OlKsp3cuIw/9FxzA73HXDJ00ZoQ48GEm17S1cOcFvPj9IWTkFqNRHSf8NakzXugQxE1bjJm4zo29RdNXdGNvFJaWi8EMb6w+joKSMkMnjRkRDnyYybiRV4zhS47gP3+fR4UCGNi2LtZPikYzP+6Aypi5qONih2WjOuCNJ5uCJl//49g1PL3wAM6lc9MXU+LAh5mEgxdviqatfRduwsHGCv8ZHIYvnm8DJ27aYszsWFlaYHL3JlgxtiN8Xe1wMfMOnl64H6tik8VcXsy8ceDDZI06LX+5/TyG/XhY1Pg09XXG+kmd8VyEcsI6xpj5opmeacJDGv1VXFaBGX+cxNRVCbhTzE1f5owDHyZbmblFeOmHw5i34wLoIm5Iu0D8NTEaTXxdDJ00xpiR8HK2w5IR7TGjdzNRE/RXwnU8vWA/Tl/PNXTSmIFw4MNkae/5G+gzbx9iLt8SE5fRiK3Pn2sNB1srQyeNMWZkLC0tMKFbI6wa1xH+bva4fDMfA745gF8PXeWmLzPEgQ+TlbLyCszddlZ0Yr6VX4Lm/q7YMDmaZ2tljN1XuwaeoumrezMflJRV4N11pzDpt3jkFpUaOmmsFnHgw2QjLadQDFP/etcl0bQ1LDIIa1/rxOvzMMaqzMPJFj8Mb4d3+zaHtaUFNp1IQ/8F+3HyWo6hk8ZqCQc+TBZ2nc3EU/P2IfbKbTEJIS1I+OmzobC34aYtxtiDoTm9xnRpiDXjo1DX3QFXbxVg0KKDWHogiZu+zAAHPsyolZZXYPaWMxi5NBa3C0rRqq4rNk6ORr/WAYZOGmNM5sKDPETTV6+Wvigpr8AHG05j/K9xyCngpi9TxoEPM1rXbhfg+W9j8O2ey+LxiE4N8MeETmjg7WTopDHGTISbow0WvxSBD/q3gK2VJbYlZqDvgn2IT75t6KSxGsKBDzNKfyemo+/8/YhPzoaLvTUWv9QWHzzdEnbW3LTFGKv+pq8RnYPFhVWQpyOu3S7E4MUx+H7vZW76MkEc+DCjQiMtPtpwGuN+iUNOYSnCAt1FVXTvVv6GThpjzMSF1nPDxtej0TfUH2UVCny6+QzGLDuK2/klhk4aq0Yc+DCjkXyrAM8tPoifDiSJx2O7BGPNq1EI9HQ0dNIYY2bC1d5GDJ74ZEAr2FpbYgcNrJi/D0evZBk6aayacODDjMLmk2noO38fTlzLgZuDDX54pR3e6dtCFDyMMVbbTV8vdawvpssI9nZCWk4Rhnx3CN/svogKWgGZyRqfVZhBFZWW4711p/Da8mPIKy5D2yB3bJ7SBT1a+Bo6aYwxM9cywO3uBKkBYl3AOVvPYcTSWNy6U2zopLFHwIEPM5ikm/li7oxfDl0Vj8c/1girXlXOq8EYY8aA5g37akgbfD4oFHbWlmK5HGr6OnT5lqGTxkw58Pnss89E1ePUqVNVfysqKsLEiRPh5eUFZ2dnDBo0CBkZGQZNJ6u69cevo9/8fUi8ngtPJ1ssGdkeb/dpBhsrWXwlmRHbtGkTIiMj4eDgAA8PDwwYMEDj+eTkZPTt2xeOjo7w8fHBm2++ibIyXq2bVY7OP0PaB+GvSZ3RqI4TMnKLMfT7Q5i/44KoCWLyYvRnmdjYWHz77bdo3bq1xt+nTZuGDRs2YM2aNdizZw+uX7+OgQMHGiydrOpNWzP/PInXf4tHfkk5OtxdO+fxEB9DJ42ZgD/++AMvv/wyRo4ciePHj+PAgQMYOnSo6vny8nIR9JSUlODgwYNYtmwZli5dilmzZhk03Uwemvkp1wYc1LYeKN75Yvt5vPLTYWTmFRk6aewBWCiMeJKCO3fuoG3btvjmm2/wySefoE2bNvjqq6+Qk5ODOnXqYMWKFXjuuefEtmfPnkXz5s0RExODjh07Vun9c3Nz4ebmJt7P1dW1hnPDLmbewaQVx3A2PQ8WFsCkxxtjSvcmsOZaHrNVnb9BqrVp0KABPvzwQ4wePVrnNlu2bEG/fv3EhZKvr7If2eLFizFjxgzcuHEDtra2tZpmJl+/x10T/RMLS8vh7WyHeS+0QefG3oZOltnIfYTfoVGfcagpi67OevToofH3uLg4lJaWavy9WbNmCAoKEoFPZYqLi8XOUr+x2vHnsWt4euF+EfR4O9vi51Ed8EbPEA56WLU5duwYUlNTYWlpifDwcPj7+6NPnz44deqUahsqH0JDQ1VBD+nVq5coCxITE3W+L5cbTJfnIuphw+TOCPF1wc07xXjpx8P44u9z3PQlA0Z71lm5cqUoyGbPnn3Pc+np6eLKzN3dXePvVJjRc5Wh96IIUboFBgbWSNrZ/xSUlOH/1hzH9NXHUVBSjk6NvETTVpcmdQydNGZiLl9WLm3ywQcf4N1338XGjRtFH59u3bohK0s5BwuVD+pBD5EeV1Z2cLnBKtPYxwXrJnbGC+0DQW0n83deFH1/MnK56cuYGWXgk5KSgilTpmD58uWwt7evtvedOXOmqBaTbvQ5rOacz8jDMwsPiCphSwtgWo+m+GV0JHxcq++YMtP39ttvi86l+m7U1F1RUSG2f+edd8Rgh4iICCxZskQ8T30BHxaXG0wfB1srfDaotWjqcrK1wuGkLDw1bx/2nL9h6KSxSljDCFFTVmZmpujfo94pce/evVi4cCG2bdsmOidmZ2dr1PrQqC4/P79K39fOzk7cWM2ibmNrjl7DrPWnUFRagToudpj/QjiiGnkZOmlMht544w2MGDFC7zYNGzZEWlqa+H+LFi1Uf6ffOz1HI7kIlQ9HjhzReK00GrSysoPLDVYVz7Spi9C6bpi4Ih5n0nIx/KcjmNCtEd54sik36RsZowx8unfvjpMnT2r8jUZpUD8e6oRIVc02NjbYsWOHuLIj586dE4VbVFSUgVLNSH5xGd5ddwpr41PF4y5NvPHlkDai8x9jD4MGMtDtfqiGhwIUKguio6PF36gv4JUrV1C/fn3xmMqHTz/9VFxY0VB2sn37dtE5Uj1gYuxhNKzjLGZ7/mTTafx6KBmLdl9CbFIW5r8YjgCen8xoGGXg4+LiglatWmn8zcnJSczZI/2dRm1Mnz4dnp6eotCaPHmyKNSqOqKLVT+6ypm44hgu38iHlaUFpj/ZFBMeawRLaudirIZROTB+/Hi8//774uKIgp25c+eK5wYPHizue/bsKQIcGvI+Z84c0a+H+gPRQAqu1WHVwd7GCp8MCEXHhl6Y+cdJHL16W0x4+MXzYXiiGc9IbwyMMvCpii+//FKM3qAaHxp1QSMzaNg7M0zT1oojyfhww2mxurqfqz0WDA1H+waehk4aMzMU6FhbW4vAprCwUExkuHPnTtHJmVhZWYlOzxMmTBAXSnRBNXz4cHz00UeGTjozMf1aB4imr0kr4nEyNQejlh7FuK4N8WavEJ6o1cCMeh6fmsbzcTy6vKJSMSHhxhPK/hWPh9TBf59vI2ZjZswUf4NyTDMznOKycszefBZLD14Rj9sEuovV3+t5OBo6abJmsvP4MON2KjUH/RfsF0GPtaUFZvZphh+Ht+eghzHG7rKztsIHT7fE4pci4GpvjYSUbDHqa1ti5VOvsJrFgQ97YFRJuOzgFQz85iCu3CoQi4rS4qKvcn8exhjTqXcrP2x6vQvCAt2RW1SGV3+JwwfrE0WNEKtdHPiwB5JTWIoJvx7D++sTUVJegR7NfbHp9WhE1Ff2oWCMMaZboKcj1rwahbFdgsVjav56blEMkm8VGDppZoUDH1Zlx1Oy0W/BPmxNTIeNlQXe69cC378SAXdHbtpijLGqsLW2xDt9W+CHV9rB3dFGdHzuO38fNp9U9pNkNY8DH1alpq0f9l3Gc4sPIiWrEIGeDvh9fCeMjg4Ws+Iyxhh7MD1a+Irle6i2PK+4DK8tPyYWPS0q5aavmsaBD9Mru6AEY38+ik82nUFpuQJ9Wvlh42RlOzVjjLGHR5MarhzXEeMfayQe/3Loqug7mXQz39BJM2kc+LBKxV29jb7z9+OfM5mwtbLER8+0xDfD2sLNwcbQSWOMMZNAc/q83acZlo5Ujog9nZaLfvP34a8E5ez3rPpx4MPuUVGhwLd7LmHItzFIzS5EAy9H/PlaJ7wS1YCbthhjrAZ0C/ERTV8dgj2RX1KOKSsTMPPPE9z0VQM48GEasvJLMHpZLGZvOYuyCgX6tfbHhsnRaFXXzdBJY4wxk+bnZo8VYyLx+hONQdeYvx1JwTMLD+Bi5h1DJ82kcODDVI4kZYmJtXaduwE7a0v8+9lQLHgxHC723LTFGGO1gVZyn94zBL+MioS3sy3OZeSJiWL/PHbN0EkzGRz4MNG0tXDnBbzwXQzSc4vQsI4T1k3sjKGRQdy0xRhjBhDdxFs0fXVq5IXC0nJMX30c/7fmOApKygydNNnjwMfM3cgrxvAlR/Cfv8+jQgE8G14XGyZFo7k/r0HEGGOG5ONqj19GR2Jaj6agSfF/j7uGpxcewLn0PEMnTdY48DFjBy/dxFPz92HfhZuwt7HEnOda44vnw+BkZ23opDHGGANgZWmBKT2aYPmYjvBxsRP9fZ75ej9WxSaLOdbYg+PAxwyVVyjw1T/n8dIPh0WNT1NfZ1HL83y7QG7aYowxIxTVyAubp3RB16Z1UFRagRl/nMS0VQm4U8xNXw+KAx8zk5lbJAKer/65IJq2nm9XD39NjEYTXxdDJ40xxpge3s52WDqiPd7qHSJqgtYlXMfTC/bj9PVcQydNVjjwMSN7z98QTVsxl2/B0dYKXw1pgznPhcHB1srQSWOMMVYFlpYWeK1bY6wa1xH+bva4fDMfA745gF8PXeWmryriwMcMlJVXYO62s6IT8807JWjm5yLm5hkQXtfQSWOMMfYQ2jXwFKO+nmjmg5KyCry77hQm/RaPvKJSQyfN6HHgY+LScgox9PvD+HrXJdDFAA1Rp6Hqjeo4GzppjDHGHoGHk61Y5f1fTzWDtaUFNp1IQ78F+3HyWo6hk2bUOPAxYbvOZYoJCY9cyYKznbWYjJAmJbS34aYtxhgzlaavcV0bYfX4KNR1d8DVWwUYtOgglh5I4qavSnDgY4JKyyswe8sZjFwSi9sFpWhV1xUbJ0ejf1iAoZPGGGOsBrQN8hBNX0+28EVJeQU+2HAa43+NQ04BN33JIvCZPXs22rdvDxcXF/j4+GDAgAE4d+6cxjZFRUWYOHEivLy84OzsjEGDBiEjIwPmjhYVpcVFv91zWTwe0akB/pjQCQ28nQydNMZq3Pnz5/HMM8/A29sbrq6uiI6Oxq5duzS2SU5ORt++feHo6CjKlzfffBNlZTwkmMmfm6MNvns5ArP6tYCNlQW2JWaIAS0JKdmGTppRMcrAZ8+ePSKoOXToELZv347S0lL07NkT+fn5qm2mTZuGDRs2YM2aNWL769evY+DAgTBn209niKatY8nZcLG3xuKX2uKDp1vCzpqbtph56Nevnwhidu7cibi4OISFhYm/paeni+fLy8tF0FNSUoKDBw9i2bJlWLp0KWbNmmXopDNWLWgutlHRwfh9fCcEejqIi+HnFh3ED/suc9PXXRYKGeyJGzduiCszCnC6du2KnJwc1KlTBytWrMBzzz0ntjl79iyaN2+OmJgYdOzYsUrvm5ubCzc3N/F+dHUoV9Sj//OtZ/Hj/iTxOKyeGxYObYtAT0dDJ42xWvsN3rx5U5QLe/fuRZcuXcTf8vLyxPvSBVSPHj2wZcsWEQjRhZKvr6/YZvHixZgxY4YoZ2xtbWs1zYzVpNyiUrz9xwlsPqkM/Hs098F/BofB3fH+33Nj9yi/Q6Os8dFGGSOenp7inq7kqBaICjJJs2bNEBQUJAKfyhQXF4udpX6Tu5SsAgz+NkYV9IyODsYaEelz0MPMCzV7h4SE4Oeffxa1w1Tz8+2334qLpoiICLENlQ+hoaGqoIf06tVLlAWJiYlmU24w8+Bqb4Ovh7bFxwNawdbaEv+cUQ54ibuaBXNm9IFPRUUFpk6dis6dO6NVq1bib1RtTVdm7u7uGttSYSZVaVfWd4giROkWGBgIOdtyMk203x5PyYabgw2+f6Ud3uvXQnzBGTPHKv5//vkH8fHxon+gvb09vvjiC2zduhUeHh5iGyof1IMeIj2urOwwtXKDmd/v4uWO9bH2tU4I9nbC9ZwiPP/tISzecwkVNH2/GTL6MyT19Tl16hRWrlz5yO81c+ZMUXsk3VJSUiBHRaXlmPXXKUxYfgx5RWVoG+Qu1nCh3vyMmZq3335bFN76btTUTa32VF5QDc++fftw5MgRMTCif//+SEtLg7mXG8y8tQxwExPXPh0WINZr/GzLWYxaFotbd4phbox6Ge5JkyZh48aNos2+Xr16qr/7+fmJzonZ2dkatT40qoueq4ydnZ24ydmVm/mYuOIYEu+uzfLqYw3xfz1DYGNl9DEsYw/ljTfewIgRI/Ru07BhQ9GhmcqL27dvq9r8v/nmG9G/hzoxUwBF5QMFROqk0aCVlR2mUG4wRmg+t3kvtBELnn6wPhG7zymXMZr/QjgiG3rBXBhl4ENXbpMnT8batWuxe/duBAcHazxP7fU2NjbYsWOHGMZOaLg7DVONioqCqVp//Dr+9edJsRqvp5Mt/vt8GB4P8TF0shirUdRhmW73U1BQIO4tLTUvAugxNZkTKh8+/fRTZGZmipohQoERBUotWrSokfQzZkwsLCzwYocghAe5Y+LyY7h0Ix8vfn8I059sKtYAowkRTZ1RVhNQdfWvv/4qRm1RWz21vdOtsLBQPE/t7KNHj8b06dPFHB3U2XnkyJGiUKvqiC65NW3N/PMkXv8tXgQ9He6u0cJBD2P/Q79/6sszfPhwHD9+XMzpQ3P0JCUliSHshKbFoADn5ZdfFtts27YN7777rihzuFaHmZNmfq5YPykaA9vWBXX1+c/f58V6jjfyTL/pyyiHs1NEqsuSJUtUVd40gSFVgf/2229i1AWNzKBqbX1NXXIclnrpxh0RlZ9NzwPtlkmPN8aU7k1gzU1bzARU92/w6NGjeOedd8Q9jfxs2bKlmKOnT58+qm2uXr2KCRMmiNpkJycnESh99tlnsLa2Nplyg7EHseZoCmb9lYjC0nLUcbHDvCFt0KmxN4zZo/wOjTLwqS3GXoCtjb+Gd9aeQkFJObydbfHVkHBENzHuLyNjpvQbNJU0M3Y/FzLyRP/R8xl3xEX25CeaiItsKyNt+jL5eXzMTWFJOd5ccxzTVh0XQU/HhsqmLQ56GGOM1YQmvi74a2I0hrQLBFWHzN9xAcN+OISM3CKYGg58jMz5jDw8vXA/1sRdE1H31B5NsHxMR/i42hs6aYwxxkyYg60VPn+uNb4a0gaOtlY4dDlLTHi45/wNmBIOfIwEtTiuPpoigp4LmXdEO+vyMZGY2qOp0VY1MsYYMz0DwuuKOX+a+7viVn4Jhv90BHO2nkVZuXJ0pNxx4GME8ovL8Mbq43jr9xMoKq1Alybe2DKlCzo14qYtxhhjta9RHWcx2/OwyCDx+Jvdl8Sw97Qc5ehqOePAx8DOpOWi/8L9+DM+FVSx82avECwb2QHezjy0ljHGmOHY21jh02dDsXBouJj8MPbKbdH0tfOsctJPueLAx4BNWysOJ2PA1wdw+UY+/FztsXJcFCY+bh4TSDHGGJOHfq0DsOn1aLSq64rbBaUYtfQo/r35DEpl2vTFgY8B5BWV4vWVCfjX2pMoLqtAt5A6Yq2tDsHK1ecZY4wxY1Lfywl/TOiEEZ0aiMff7b2M57+NwbXbyhnT5YQDn1p2KjUH/Rfsx4bj10Wn5Zl9muGn4e3FEhSMMcaYsbKztsIHT7fE4pfawsXeGvHJ2eg7fz/+TkyHnHDgU4tNWz/HXMHAbw7iyq0CBLjZY/WrHfHqY424aYsxxphs9G7lL+aWCwt0R05hKcb9EocPNySipEweTV8c+NQC+mK8tvyYmBK8pLwCPZr7iqatiPrctMUYY0x+Aj0dsebVKIyJVi4ivuTAFTy3+CCSbxl/0xcHPjXseEo2+i3Yhy2n0mFjZYH3+rXA969EwN2Rm7YYY4zJl621Jd7t1wI/vNIObg42OHEtB33n78Pmk2kwZhz41GDT1o/7k0QEnJJViHoeDvh9fCeMjg6udBFWxhhjTG56tJBaMTyQV1wmWjjeW3cKRaXlMEYc+NSA7IIS0eb58cbTKC1XoHdLP2y62x7KGGOMmZq67g5YOa4jxj/WSDz+5dBVDFp0EEk382FsOPCpZseSb4te7ttPZ8DWyhIfPdMSi15qK6oBGWOMMVNlY2WJt/s0w5KRypHKiddzxSjm9cevw5hw4FNNKioU+HbPJTy/OAap2YWo7+WIP1/rhFeiGnDTFmOMMbPxeIiPGPVFc9PdKS7D67/FY+afJ42m6YsDn2qQlV+C0ctiMXvLWZRVKNCvtT82TqZZLt0MnTTGGGOs1vm52WPFmEhMfqIx6Nr/tyPKlQouZt4xdNI48HlUR5KyxNolu87dED3cP322FRa8GA4Xe27aYowxZr6srSzxRs8Q/DyK1p+0xdn0PDxNa1Meu2bQdHHg8whNW1/vuihWq03PLUJDbyf8NbEzhkXW56Ytxhhj7K4uTeqIpq+ohl4oKCnH9NXH8X9rjqOgpAyGwIHPQ7h5pxjDlxzB3G3nUF6hwLPhdbFhcjSa+7saOmmMMcaY0fFxtcevYyIxtUcT0fT1e9w1PLPwAM5n5NV6WjjweUAxl26Jpq19F27C3sYSc55rjS+eD4OTnbWhk8YYY4wZLStLC0zt0RTLx0SijosdLmTeEU1fq4+miLnvaovsA5+vv/4aDRo0gL29PSIjI3HkyJEa+Ryq2fnqn/MY9sMhZOYVo4mPM9ZPisbz7QK5aYuxWvDpp5+iU6dOcHR0hLu77jmxkpOT0bdvX7GNj48P3nzzTZSVaVan7969G23btoWdnR0aN26MpUuX1lIOGGOkUyNvbJnSBV2aeKOotAJv/X5CNH/lF9dO05esA59Vq1Zh+vTpeP/993Hs2DGEhYWhV69eyMzMrNbPycwtwss/HsZX/1xAhQIYHFEPf03qjKa+LtX6OYyxypWUlGDw4MGYMGGCzufLy8tF0EPbHTx4EMuWLRNBzaxZs1TbJCUliW0ef/xxJCQkYOrUqRgzZgy2bdtWizlhjHk722HZyA54s1eIqAlaG5+K/gv34/T13Br/bAtFbdYvVTOq4Wnfvj0WLlwoHldUVCAwMBCTJ0/G22+/fd/X5+bmws3NDTk5OXB1da101NZry+Nw804JHG2t8MmAVhjYtl6154Uxc1SV36A2CmYoYMnOztb4+5YtW9CvXz9cv34dvr6+4m+LFy/GjBkzcOPGDdja2or/b9q0CadOnVK97oUXXhDvtXXr1hpLM2OscrFXssRcP2k5RcrR0QNaYXC7wBr7Hcq2xoeu6uLi4tCjRw/V3ywtLcXjmJiYavscTycb5BeXo5mfi2ja4qCHMeNEv/vQ0FBV0EOoBpgKyMTERNU26mWGtE11lhmMsQfTvoGnWNbpiWY+KCmrgGsNr3Qg2x65N2/eFFXb6oUcocdnz57V+Zri4mJxk1CBeD+NfVzw65gOaBngBnsbq2pIOWOsJqSnp+ssD6Tn9G1DZUFhYSEcHByqpdxgjD0YWuKCVnk/dPkWOjX2Rk2SbY3Pw5g9e7aoGpNu1CxWFRH1PTnoYawGUP88Qr9HGiSg61bZhYyxlxuMsQdjaWlR40GP+BzIlLe3N6ysrJCRkaHxd3rs5+en8zUzZ84U7YHSLSUlpZZSyxjThfrjkdjYWJw5c0bnrWHDhlV6L/rd6yoPpOf0bUN9BHTV9hAuNxgzLbJt6qKOihEREdixYwcGDBig6txMjydNmqTzNTR8lW6MMeO5gCFNmzZ95I7CUVFRYsg7jeqkoexk+/bt4n1btGih2mbz5s0ar6Nt6O+V4XKDMdMi2xofQkPZv//+ezFsla4MaZhrfn4+Ro4caeikMcaqGc3RQ0PQ6Z7699H/6XbnjnLRw549e4oA5+WXX8bx48fFEPV3330XEydOVAUu48ePx+XLl/HWW2+JJrRvvvkGq1evxrRp0wycO8ZYrVHI3IIFCxRBQUEKW1tbRYcOHRSHDh2q8mtzcnJoKL+4Z4zVvgf5DQ4fPlxsq33btWuXapsrV64o+vTpo3BwcFB4e3sr3njjDUVpaanG+9D2bdq0EWVGw4YNFUuWLKmxNDPGasaj/A5lPY/Po6L2epoBltrseT4OxmofjZCizsI0jw51HJYDLjcYk3fZIds+PtUhL0+5OBqP0mDM8L9FuQQ+XG4wJu+yw6xrfKgzNM3y6uLionO9LSmiNJUrO86P8TO1PN0vP1T8UMEVEBAgJiCVA3MrN0wxT5wf+efnUcoOs67xoZ1Vr979Z2KmHW8KXyYJ58f4mVqe9OVHLjU95l5umGKeOD/yzs/Dlh3yuMRijDHGGKsGHPgwxhhjzGxw4KMHzf1BU+qbyuRlnB/jZ2p5MrX8mGueTS1PnB/zzo9Zd25mjDHGmHnhGh/GGGOMmQ0OfBhjjDFmNjjwYYwxxpjZ4MCHMcYYY2aDA59KfP3112jQoAHs7e0RGRmJI0eOQA5mz56N9u3bi1llfXx8MGDAAJw7d05jm27duokZZ9VvtGq1sfrggw/uSW+zZs1UzxcVFYkVuL28vODs7IxBgwYhIyMDxoq+V9r5oRvlQQ7HZ+/evejfv7+YMZXStm7dOo3nabzErFmz4O/vDwcHB/To0QMXLlzQ2CYrKwvDhg0Tk5PRulejR49WrbIud1x2GAdTKzcIlx2olrKDAx8dVq1ahenTp4vhdMeOHUNYWBh69eqFzMxMGLs9e/aIH8GhQ4ewfft2lJaWomfPnsjPz9fYbuzYsUhLS1Pd5syZA2PWsmVLjfTu379f9dy0adOwYcMGrFmzRuSflhMYOHAgjFVsbKxGXug4kcGDB8vi+NB3iX4TdILXhdI6f/58LF68GIcPH4aTk5P4/dCJRkIFV2Jiosj7xo0bRYE4btw4yB2XHcbFlMoNwmUHqqfsqP7F4uWvQ4cOiokTJ6oel5eXKwICAhSzZ89WyE1mZiZNV6DYs2eP6m+PPfaYYsqUKQq5eP/99xVhYWE6n8vOzlbY2Ngo1qxZo/rbmTNnRJ5jYmIUckDHolGjRoqKigrZHR/az2vXrlU9pjz4+fkp5s6dq3GM7OzsFL/99pt4fPr0afG62NhY1TZbtmxRWFhYKFJTUxVyxmWH8TD1coNw2aF4qLKDa3y0lJSUIC4uTlSxqa/NQ49jYmIgNzk5OeLe09NT4+/Lly+Ht7c3WrVqhZkzZ6KgoADGjKo7qXq0YcOGIuJPTk4Wf6djRVem6seLqrODgoJkcbzo+/brr79i1KhRGgteyu34SJKSkpCenq5xPGg9HWrykY4H3VMVdbt27VTb0Pb0O6OrPLnissP4mGq5QbjsePiyw6wXKdXl5s2bKC8vh6+vr8bf6fHZs2chJ7SK9NSpU9G5c2fxI5AMHToU9evXFwXCiRMnMGPGDNGW/+eff8IY0Rd/6dKlCAkJEVW3H374Ibp06YJTp06JH4qtra34MWgfL3rO2FEbd3Z2NkaMGCHb46NO2ue6fj/Sc3RPfUjUWVtbixOsHI5ZZbjsMC6mXG4QLjsevuzgwMeEUXs9/cjV27WJentoaGio6EjWvXt3XLp0CY0aNYKx6dOnj+r/rVu3FgUa/bhXr14tOsDJ2Y8//ijyRwWVXI8PMz2mUHaYcrlBuOx4eNzUpYWqCK2srO7p3U+P/fz8IBeTJk0SHb927dqFevXq6d2WCgRy8eJFyAFdpTVt2lSkl44JVfnSlY/cjtfVq1fxzz//YMyYMSZzfKR9ru/3Q/fanX3LysrEaA1jP2b6cNlh3Eyl3CBcdjxa2cGBjxaq/oyIiMCOHTs0qn3pcVRUFIwd9Rmjgmvt2rXYuXMngoOD7/uahIQEcU9XB3JAQxfpCobSS8fKxsZG43hR1S615Rv78VqyZImotu3bt6/JHB/6vlEBpH48cnNzRfu7dDzonk441M9CQt9V+p1JBbUccdlh3Eyl3CBcdsQ9WtlRbV20TcjKlStFT/KlS5eKXuTjxo1TuLu7K9LT0xXGbsKECQo3NzfF7t27FWlpaapbQUGBeP7ixYuKjz76SHH06FFFUlKS4q+//lI0bNhQ0bVrV4WxeuONN0R+KL0HDhxQ9OjRQ+Ht7S1GnZDx48crgoKCFDt37hT5ioqKEjdjRqN9KM0zZszQ+Lscjk9eXp4iPj5e3KgI+eKLL8T/r169Kp7/7LPPxO+F0n7ixAnFM888owgODlYUFhaq3qN3796K8PBwxeHDhxX79+9XNGnSRPHiiy8q5I7LDuNhiuUG4bKj9yOXHRz4VGLBggXiy2VrayuGqB46dEghB/Rl0nVbsmSJeD45OVn8EDw9PUUB3bhxY8Wbb76pyMnJURirIUOGKPz9/cWxqFu3rnhMP3IJ/Shee+01hYeHh8LR0VHx7LPPigLbmG3btk0cl3Pnzmn8XQ7HZ9euXTq/Y8OHD1cNS33vvfcUvr6+Ig/du3e/J5+3bt0ShZWzs7PC1dVVMXLkSFEomgIuO4yDKZYbhMuOW49cdljQP9VbYcUYY4wxZpy4jw9jjDHGzAYHPowxxhgzGxz4MMYYY8xscODDGGOMMbPBgQ9jjDHGzAYHPowxxhgzGxz4MMYYY8xscODDGGOMMbPBgQ9jjDHGzAYHPowxxhgzG9YwY7Si6/Xr1+Hi4gILCwtDJ4cxs0Mr5uTl5SEgIACWlvK4DuNygzF5lx1mHfhQ4RUYGGjoZDBm9lJSUlCvXj3IAZcbjMm77HjgwGfv3r2YO3cu4uLikJaWhrVr12LAgAEaUdj777+P77//HtnZ2ejcuTMWLVqEJk2aqLbJysrC5MmTsWHDBhGpDRo0CPPmzYOzs7NqmxMnTmDixImIjY1FnTp1xPZvvfWWRlrWrFmD9957D1euXBHv//nnn+Opp56qcl7oik3aca6urvduUFgIXL4MNGwIODhA9jg/xs/U8nSf/OTm5oogQvotysF9yw3GWI17lLLjgQOf/Px8hIWFYdSoURg4cOA9z8+ZMwfz58/HsmXLEBwcLAKTXr164fTp07C3txfbDBs2TARN27dvR2lpKUaOHIlx48ZhxYoVqgz17NkTPXr0wOLFi3Hy5Enxee7u7mI7cvDgQbz44ouYPXs2+vXrJ15LAdixY8fQqlWrKuVFqqamwktnAUYL19+8CbRoQRtB9jg/xs/U8lTF/Mipyei+5QZjrNY8VNmheAT08rVr16oeV1RUKPz8/BRz585V/S07O1thZ2en+O2338Tj06dPi9fFxsaqttmyZYvCwsJCkZqaKh5/8803Cg8PD0VxcbFqmxkzZihCQkJUj59//nlF3759NdITGRmpePXVV6uc/pycHJEWutcpO1uhWL9eeW8KOD/Gz9TydJ/83Pc3aITkmGbGTE3OI/wOq7WPT1JSEtLT00VNjcTNzQ2RkZGIiYnBCy+8IO6p5qZdu3aqbWh7avI6fPgwnn32WbFN165dYWtrq9qGao2oKev27dvw8PAQ20yfPl3j82mbdevWVZq+4uJicZNQzZKQk6O8MpXY2ACOjtSLkaq4lM+rc3NT3t+5A5SXaz5Hr6PXl5Qoq/nVWVsDTk7Kz5I+Wx1V2VEnLfrMsjLN56i2zM4OKC0FCgo0n7OyAqRmQu20EnqOtqH0aOeH3pPemz6PnlNHkbR0RUvpVd9HhPJCeSoqop2r+RwdO2raoP1D+0lbVfYhvSe9t659SMeG8qGdH0ovpVvXPqT0ULoeZh9Kx4ZeR69Xp28f0mukqtiq7EP1POnbh+rHJi9PuT+qug/Vv9/0Wm1V2YdV/X6r50fXPtT1O2CMsRpUrYEPBT3E19dX4+/0WHqO7n18fDQTYW0NT09PjW2omUz7PaTnKPChe32fows1i3344Yf3PnHwoPJEIKlbF2jbVlmwJyYq/0YFuqR/f+V9QgJw+7bme4WHA9TR6vp14ORJzefq1AE6dlSeyPbuvTcdvXopTyr0mRkZms+1bKnsJ3HjBhAXd28Q0bWr8v/79997EuzWTXnSuXjx3vw0bgw0b648MdF+UEcn8yefVP7/8OF7T6CdOgFeXhTxKt9bXVAQEBamPMlp55VOfn37Kv9/7Ni9gUZEBBAQAKSm/i+9EjrmHTooT8iUXu389OmjPAHTvqd9pS40FGjQQLlv4+M1n/PwAKKjlf/XdWyeeEL5GWfPKtOlrmlTICRE+V04dEjzOXoNvZbExCgDBnX0mfTZly4p+8JQkCDliY45pZmCHu00UR4pr4S+D9oBTPv2gJ8fkJysTLM6f3+ALjwoLbrySseGAp/jx4FbtzSfo2NKx5Z+Z/S8Ovou0HeCAh/pfdXzQ30B6Tt1+jSQlqb8m3YAyhhjNcysRnXNnDlTo5ZI6hwlCmv1tnq6Iibu7sqTAAVhd/snaWjTRndtBaETN53QtE9WUu2CFKjoep5OeHQiVSd9PgVP2q+l95NIJ29daaL3pc9Qzw/VVmgHTxL1ttPISN21FYTej/KrTqqto8/WlVcJBZiV7UMKQOlkqmsf0f3jjysDGfX8SPuCAgZdtRVS8KRvH+pKr/TaZs2ARo00n5P2IR1v7deqD7OMiqp8H9J7UsBMwaWUJ+k7STVR+o4NBYq6anwIBSlaFxqq7zcdI115ld6bgpzK9iEFVVKtnfaxsbDAnnqhiAx0hX156f/yI30nqL+PNNiBa3wYY3eVlFXgyq18+Lraw83hbjll7IGPHxWGoAvqDPjTVeVd9LgNBQl3t8nMzNR4XVlZmRjpJb2e7uk16qTH99tGel4XOzs7cbsHFeC6OinSyYNqaCqjNgrtHlTIqzXV3XNi0T5pqFOvXdJGJy19r9X3HJ2YK8sPnbT0vVZfJ04KOnQFhlJAoe999e1DOla6jpcUUFAAo1XrV+P7UL1msCb2Ib1eO0/324f6RjXcbx8+7PdQz/f7ZGouRq85jfpejvhjQie4d/StfB/KqFMzY6x6FJWW42LmHXG7kJmHCxnK/1/NKkB5hQILh4ajX2uti2ljDXyoeYoCjx07dqgCHapVob47EyZMEI+joqLEMHcaDh9BV6oAdu7cKSYFo75A0jbvvPOOGPFlc/fqlEaAhYSEiGYuaRv6nKlTp6o+n7ahv1cbutqlJgQ6sUhXs3LG+TF+Ms8TFWjTVyegrEKBZn6ucLOxUDYByjQ/jLFHKw8u3bgjAptzGcoAhwKd5KyCeyq/Jc521sgt1KpprmYPXBLduXMHF9X6c1CH5oSEBNFHJygoSAQin3zyiZhXRxrOTjMrSnP9NG/eHL1798bYsWPFUHUKbiZNmiQ6PtN2ZOjQoaIvzujRozFjxgycOnVKzPPz5Zdfqj53ypQpeOyxx/Df//4Xffv2xcqVK3H06FF89913qDbUP4H6zFBzgL4rY7ng/Bg/mefpi+3ncSHzDryd7fDxgFawoD48Ms4PY+z+qJaGmqjOp+fhbHoezmfkiUDnys18VFQS4Lg72qCpjwsa+Tijqa8zGvs4o4mPC3xd7Wp8eosHDnwouHic+lbcJfWZGT58OJYuXSomGaS5fmi+HarZiY6OxtatW1Vz+JDly5eLYKd79+6qCQxp7h/1kWB///23mMCQaoW8vb0xa9Ys1Rw+pFOnTmLunnfffRf/+te/RKBFI7qqOocPY6x6xV7Jwvf7Lov/zx4YCk8nWyBHa+QXY0zWsvJLcDYtF2coyEnLVQU6xWVa/Qzvor46Ib4uaOJLAY4LmlCA4+sCb2dbg83f9cCBT7du3cTszJWhjHz00UfiVhmqHZImK6xM69atsW/fPr3bDB48WNwYY4Z1p7hMNHFR0fBcRD082aKSvleMMdnU4iTdvIPE67k4k5aHMxTspOUiM09r6pK77G0sRWBDQY6491PefFxqvgbnQXGjO2PskX266QxSsgpR190Bs/q3MHRyGGMPoLCkHGfSc3H6eq4IdE6n5eJcei6KSnXX4gR5OqK5PwU2rmh+N8Cp7+UEK0vjCnAqw4GPPhSl0sgVI4tWHxrnx/jJME+7zmbityPJ4v//GRwGV3sbWeeHMVOvnU1MzcGp67k4RfepOaIDsq6+OI62Vmjm54Lm/q53b8pghzogy5m8U1/TaPgxTSpoKjg/xk9meaL2/jd/PyH+P6pzMKIaeck6P4yZYpBzUu2WdDNf54gq6nPTIsANLQNc797cUN/TEZYyqcV5EBz4MMYeCvX1m/nnCdy8Uyw6LL7VW2vSTcZYrSkuK8fZtDwcv5aN4yk5OHEtGxdv3NEZ5AS42aNlXTeE1lUGOq3quhllX5yawoGPPjSfSmyscvp/fZPEyQXnx/jJKE+/x13DtsQM2FhZ4MshbWBvozb7tQzzw5icLjqu3ipAfMptJCRnIyElW/TLKS2/N8rxc7VH63rKICe0npsIcmi6CXPGgY8+0iKl2ssByBXnx/jJJE/JtwrwwXrlGlxTezQVhamc88OYMcsrKhW1OMeSbyM++bYIdG4XlN47Ob+jDVrXc0dYPTdx3zqQanIqmVXfjHHgwxh7IGXlFWLoen5JOdo38MD4x7TWLmOMPVJtDo2QPHo1C3FXb4sbTQao3WRla22JVgGuaBPogTZBymCHRluZS3PVo+DAhzH2QBbtvoSjV2+LkR1fPN9GNkNYGTPWCwmaJ+fIlSwcpdvV27ihY66ceh4OaBvkgfAgd3FPo6wo+GEPjgMfxliVURX7VzsuiP9/+HRLBHrqWbSVMaazEzI1Wx1JuoXDSVk4dvW2qD1VR/3mqPm4XX0PRNT3EIGOjys3WVUXDnz0odWpaTVzfatUywnnx/gZcZ7yi8swdWW8mNG1X2t/DGxbV9b5Yay2FuqMT87Gocu3xC0+JRslWss7uNpbiwCnXQNPtG/gKToj6xwswKoFBz760GrSderAZHB+jJ8R5+nDDYm4cqtADIX9dEBo1foSGHF+GKsJFNTQUPKDl27h4KWbOJZ8b6BDo6oigz3R4e6NlnkwxflyjBUHPvoUFQFXrwL16wNqi6zKFufH+BlpnjadSMPqo9fEBMxfDGkDN0e12ZllmB/GqktFhUJ0Pj5w8Sb2X7yJI0lZKNBquqI5cjo29EJkQ09x39DbiTshGxAHPvoUFwPnzwN+fqZRaHN+jJ8R5ik1u1BMVEhe69ZIFNxyzo+6zz77DDNnzsSUKVPw1VdfGTo5TCYycouw78JN7LtwQwQ8N++UaDzv6WQrZjGPaugl7jnQMS4c+DDGKkX9eaatTEBuURnCAt3FnD2mIjY2Ft9++y1at25t6KQwI0dNVTTias/5G+J2Nj1P43kHGytRm9O5kTc6N/YW61tx05Xx4sCHMVaphTsvimG2TrZWmP9CG9hYmcbw2Tt37mDYsGH4/vvv8cknnxg6OcwIpeUUYtfZG9h1LhMHL97UGHlFlTetAtzQtak3ohvXER2TeWi5fHDgwxjTKfZKFubtOC/+/+mzoajvZTojsyZOnIi+ffuiR48e9w18iouLxU2Sm5tbCylkhuirQ+tc7TybiR1nMsUSENqLeHZtWgePNa2DLk3qiOYsJk8c+OhjYwPUrau8NwWcH+NnJHnKLijB1JUJqFBADFsfEF6FoetGnB91K1euxLFjx0RTV1XMnj0bH374YY2nixlmqPn+Czfxz5kM/HMmUyy4q16rEx7ojsdDfNAtxEcs5snNV6aBAx99HB2Btm1hMjg/xs8I8kRT5s/444To1NzAyxEfPdNK1vlRl5KSIjoyb9++HfZV7GxNnZ+nT5+uUeMTGBhYg6lkNSmnsBQ7z2Zg26kM0V+nsPR/TVg0GznV6HRv7iPuvcx8MU9TxYGPPrSwYmEh4OAAWJpA+y3nx/gZQZ5+PXRVter6wqFtxclAzvlRFxcXh8zMTLRVC8bKy8uxd+9eLFy4UDRpWVlpThxnZ2cnbky+svJL8HdiOjafShf9dcqoKvMumpfqyRa+6NHCF5HBXtxXxwxw4KNPXh6wdy/QtSvgVsnq03LC+TF+Bs7T6eu5+HjTGfH/t/s0r3zVdZkeo+7du+PkyZMafxs5ciSaNWuGGTNm3BP0MPm6nV+CrYnpYg6qmMu3xAhFSVNfZ/Rq6Sdu1ITFQ83NS7WHtnT19N577yE4OBgODg5o1KgRPv74Y1F9LqH/z5o1C/7+/mIb6mB44YJy/R9JVlaWGHXh6uoKd3d3jB49WozEUHfixAl06dJFVFlT1fOcOXOqOzuMmQ1akmLSimNi6G73Zj4Y1bkBTI2LiwtatWqlcXNycoKXl5f4P5O3vKJS/BF3DSOWHEH7T//BzD9PikkFKehp4e+KN3uF4J/pj+HvaY/hjZ4hIrDnoMf8VHuNz+eff45FixZh2bJlaNmyJY4ePSquqNzc3PD666+LbShAmT9/vtiGAiQKlHr16oXTp0+r2t0p6ElLSxNt8aWlpeI9xo0bhxUrVqja2Xv27CmCpsWLF4uruFGjRokgibZjjFUdXYy8u+4ULt/Mh7+bPf4zOIxPCEwWKFCnvjrr4lNFJ+ViteUhKNjpF+aPp1r5o4G36YxKZEYW+Bw8eBDPPPOMGCpKGjRogN9++w1HjhxRFbA0Q+q7774rtiM///wzfH19sW7dOrzwwgs4c+YMtm7dKkZdtGvXTmyzYMECPPXUU/jPf/6DgIAALF++HCUlJfjpp59ga2srgqyEhAR88cUXHPgw9oDWHL2GtfGpsLK0wPwXw+FhRkN1d+/ebegksAdE55Hj13JE7c7GE9dxu6BU9VzDOk54OiwA/cMC0KiOs0HTycwk8OnUqRO+++47nD9/Hk2bNsXx48exf/9+EZCQpKQkpKeni5oaCdUGRUZGIiYmRgQ+dE81N1LQQ2h7S0tLHD58GM8++6zYpmvXriLokVCtEdU43b59Gx4eHlWfjyMnh35J/9uQht7SaBTqmJmfr3xendRXgZreyjXXZBGvo9eXlCg7dWov2EirVNNn6ZoLxMVF2QGUPrOsTPM5qgmjDpalpUBBgeZz1C/B+e4PXDuthJ6jbSg92vmh96T3ps+j59TRFb+rq7SzNPcRobxQnmg9JrX9KtBxoQ6ttH+0miirvA/pPem9de1DOjaUD+38UHop3br2IaWH0vUw+1A6NvQ6er06ffuQXkOvreo+VM+Tvn2ofmyoHw3tj6ruQ/Xvd14ezt3Ix6y/TomnpncJQvv6d387+vZhVb/f6vnRtQ95Thz2ADJzi/BnfCrWHE3BpRv/+63VcbHDM2EBYtoF7rPDaj3wefvtt0VAQZ0FqaMg9fn59NNPRdMVoaCHUA2POnosPUf3Pj4+mgm1toanp6fGNtRMpv0e0nO6Ap9K5+M4eFB5IpDQvCM06oMKeCrIjx/X3L5/f+V9QgJw+7bmc+HhQL16wPXrgFYnSrFKdceOyhMZdfjU1quX8jMTE4GMDM3nWrYEGjYEbtygoSn3BhHUeZTs33/vSbBbN+VJh95TOz+NGwPNmytPTLQf1NHJ/Mknlf8/fPjeE2inToCXF0WzwMWLms8FBQFhYcqTnHZe6eR3t0YQx47dG2hERAABAUBqqnJfqKNj3KGD8oRM+dDOT58+yhMw7XvaV+pCQ6kKUrkf4uM1n6PvS3S08v+6js0TTyg/6+xZZbrUNW0KhIQovwuHDmk+R6+h15KYGGXAoI4+kz770iXg8uX/vYbyRGmlNFPQo50myiPlldD3gYIfde3bK9fHSk5Wplmdvz9AFxUlJcjftRcTj1ugqMwCXdwVmFCaBChaKAMrSsOtW5qvpWNKx5Z+h9q/C/ou0HeCAh/19Er5od80fadOnwbS0pTPaQegjGkpK6/A7nM3sDI2RcyiLHVStrexFJ2TB7ath86NvGBtIrOKMxkGPqtXrxbNUNQXR2p+mjp1qmieGj58OAyp0vk4qLCWrp6JNNkaXd1KAYUubdrorq0gdOLWDr7oZCXVLuh6X+l5CnLoRKpOmnOEgift16qPRJFO3rrSRCdoOpmqk4bpqgdPEvWrpshI3bUVhAJQyq86qSaOPlvfPqQAs7J9SAEonUx17SO61/W+0r6ggEFXbYUUPOnbh7reV3pts2ZAo0a69yEdb+3Xqg/hjoqqfB/Se1LArGsfUk2UvmNDgaKuGh9CQYrWRYT0/VbY2OCdPF9cLLwBX2dbfPlKG1hSE5f03hTkVLYPKajSHqUlHRt6va59KOWnRQugSRPl/7nGh1WC5pFadSQZq46mICP3fzXKtDzE4Ih66NvaHy72xjMxJjPjwOfNN98UtT7UZEVCQ0Nx9epVUdtCgY8fFZi0um1GhhjVJaHHbSiQEGWqn5hrQ11ZWZkY6SW9nu7pNeqkx9I22iqdj4MKcPXAR0JXo1RzQOmSmkHU6fqbeiGv1gyngU4M+ob2SidDXeikpe+1+p6jAKOy/NBJS99rde0f9aCsssngKKDQ97769iEdq8rmT6GAgt6bat105aem9qF6zaC26tiHVLsj5UkKMu63D6WmtAfchyvjUrEu8Ybo17NgWAS8Azyrvg+r+v1Wz48UBKrvQ26SYFrLRuy7eBO/xFwVkwxKI9BpeYhBbetiSPsgNPbhfjvMyAKfgoIC0RdHHTV5Vdy9IqXmKQpMduzYoQp0qOaF+u5MmDBBPI6KikJ2draYbCyCrmYB7Ny5U7wH9QWStnnnnXfEiC+bu1ewNAIsJCREZzPXQ6FAgZovtGsk5IrzY/xqKU+nUnPw/nplMyIN8e0QrBX0VBdTPEasRoahUwf7Xw5dRdLN//XdiWrohaGRQejZ0hd21jzHEjPSwKd///6iT09QUJBo6oqPjxcdm2moOaFOZ9T0RQsDNmnSRDWcnZrCBgwYILZp3rw5evfujbFjx4qh6hTcTJo0SdQi0XZk6NChor8Oze9DE4+dOnUK8+bNw5dfflndWWLM5Kbsf235/+brGdeloaGTxMxU8q0C/HQgCb/HXcOdYmWzqoudNQZF1MNLHetz7Q6TR+BDw84pkHnttddEcxUFKq+++qqYsFDy1ltvIT8/Xww7p5qd6OhoMXxdfe0c6idEwQ7NtEo1SIMGDRJz/6iPBPv777/FKstUK+Tt7S0+g4eyM6Z/GPD/rTmO5KwC1PNwwBfPt+GFF1mtO5Z8G9/tuYy/T6ermrMoyBneqQEGhteF06Msk8LYfVjXxMyoNE8P3SpDtT4fffSRuFWGRnBJkxVWpnXr1ti3b98jpZcxc/Lt3svYfjoDtlaWWDQsAm6O3DmU1V7QTaOyFu++jCNXslR/p8VAR0UHo2sTbx6GzmoFh9X6UCdMGp6ur0OrnHB+zDpPBy/dxJytyqHts/q3QGi9Wlg7yxSPEXsgNPx8y6k0fL3rEs6kKUfx0QK4z7Spi3FdG6Kpr57O+YzVAA589KFO09pDjOWM82O2eUrPKcLrv8WLZoWBbetiWGQQaoUpHiNW5YCHZlVesPMiLmYqJ+B0srXCsI71MapzMPzcKhkJylgN48BHH5psjiYipA7VlQ3dlRPOj1nmiToxT1geh5t3StDMzwWfDgitvSYFUzxG7L5D0jeeTMO8f86rZld2tbfGyM7BGNm5Adwd+XvADIsDH31oSn6a94aGx5tCoc35Mcs8fbLpNOKTs8XJ59uXI+BgW4vDgk3xGLFK+/DsPJuJudvO4Wy6ciZxNwcb0Zz1SlR9nmyQGQ0OfBgzYbSI488xV8X/v3qhDep78QrVrPrFXb2Nz7acQeyV26oh6WO6NMSo6AYc8DCjw4EPYyaKJin811rlenFTujfBE80018djrDrm4fl861lsOqlce83O2hIjOjfAhMcacZMWM1oc+DBmgrLyS/DqL3EovjtJIQU+jFUXmmxw4c6L+Gl/EkrKK8TKI7R+1rQnm8Lf7e5SK4wZKQ589KG1l2hRUGnxRbnj/JhFnmg160krjolFHoO9nfDFEANOUmiKx8jM+/GsS0jFvzefxY085cKh0Y298U7f5mjur2ctOsaMCJdG+tAijR07wmRwfswiT7O3nMXBS7fgaGslOjNTB1ODMcVjZKbOZ+Th3bWnVJMPNvByxHv9WuCJZj488SCTFQ589FEolIsr0urYpvDD5vyYfJ7Wxl/Dj/uTxP+/eD7M8JPDmeIxMjNFpeVYsPMCvt1zGWUVCjjYWGHSE40xpkswLxzKZElzGXWmKTcX2LJFeW8KOD8mnacT17Ix4w9lZ+ZJjzdG71b+MDhTPEZm5PDlW+gzb5+YdZmCnidb+OKfNx7DxMcbc9DDZItrfBgzAZl5RRj3c5yYrLBHcx9Mf7KpoZPEZKygpAyfbTmrmgrB19UOHz7dCr1b+Rk6aYw9Mg58GJO54rJyjP8lDum5RWKF6y8N2ZmZyV7c1SxMX30cV28ViMcvdgjEzKeaw5Xn42EmggMfxmQ+yuZff57CsbszM3//SjueMI49lNLyCizYcQELd10Ua7r5u9ljznOt0aVJHUMnjbFqxX18GJOxH/Yl4Y9j12BlaYGvh7UVw9eZfosWLULr1q3h6uoqblFRUdhC/ZDM2LXbBRjybQzm71QGPQPD62LbtK4c9DCTZKGgS0YzlZubCzc3N+Tk5IgC8B4VFUBZmXIOEksTiBE5PyaVp51nMzBm2VFxonq/fwuxCKTc8nPf32AN2LBhA6ysrNCkSRNRY7Zs2TLMnTsX8fHxaNmy5X1fb4g016Rtiel4c81x5BaVwcXeGv9+NhT9wwIMnSzGaux3yE1d+lBBbUoLK3J+TCZPNKfK678liKCH+mCM6NQARskIj1H//v01Hn/66aeiFujQoUNVCnxMBU10SQuKfrv3snjcJtAdC14MR6Cno6GTxliNMpHL5BqSnw8cOaK8NwWcH5PI0607xRi9LFYsGxAZ7ClG2xjtBHJGfozKy8uxcuVK5OfniyYvXYqLi8XVpfrNFJY0efnHI6qgZ0x0MNaMj+Kgh5kFDnz0oSr6jAzlvSng/Mg+TzSZ3Lhf4pCSVYggT0csfikCttZG/DM20mN08uRJODs7w87ODuPHj8fatWvRokULndvOnj1bVKlLt8DAQMjZmbRcPL1wP2Iu34KTrRW+GdYW7/ZrARsrI/4eMVaN+JvOmExQf5SZf55E3NXboi/GTyPaw8PJuJqR5CIkJAQJCQk4fPgwJkyYgOHDh+P06dM6t505c6boRyDdUlJSIFfUL2zQooO4drsQ9b0csXZiZzwVagQTXTIm98AnNTUVL730Ery8vODg4IDQ0FAcPXpUowCfNWsW/P39xfM9evTAhQsXNN4jKysLw4YNE52W3N3dMXr0aNy5c0djmxMnTqBLly6wt7cXV2Fz5sypiewwZhTm77iItfGpYgTXomERYs4e9nBsbW3RuHFjREREiBqdsLAwzJs3T+e2VCskjQCTbnK07OAV0Rm+oKQcnRp54a+JnQ2/pAljphD43L59G507d4aNjY0YIkpXUf/973/h4eGh2oYClPnz52Px4sXiisvJyQm9evVCUVGRahsKehITE7F9+3Zs3LgRe/fuxbhx41TPUzt7z549Ub9+fcTFxYlRGR988AG+++676s4SYwb3V0IqvvznvPj/R8+0RHQTb0MnyaRUVFSIvjymiC40P996Fu+vTxSd4Ye0C8SyUR3g7si1hcxMKarZjBkzFNHR0ZU+X1FRofDz81PMnTtX9bfs7GyFnZ2d4rfffhOPT58+TUPsFbGxsapttmzZorCwsFCkpqaKx998843Cw8NDUVxcrPHZISEhVU5rTk6O+By616moSKG4dEl5bwo4P7LM05GkW4om/9qsqD9jo+LTTacVpnSM7vsbrAFvv/22Ys+ePYqkpCTFiRMnxGMqW/7+++8qvd4QaX5YpWXlijfXJIjvDt0W7DgvymDG5O5RfofVPpx9/fr1ovZm8ODB2LNnD+rWrYvXXnsNY8eOFc8nJSUhPT1dNG9JqMNgZGQkYmJi8MILL4h7at5q166dahva3tLSUtQQPfvss2Kbrl27iiprCX3u559/Lmqd1GuYJHRFp35VpxqdkZOjXEVaYmMDODoq7728AKqJUquNgpub8p6a3mjlaXXS60pKgMJCzedoLhMnJ+Vn6RoZ4uKiHP5LI2C0O4Pa21OdO1BaChQop5JXoZWvnZ3/lxdt9BxtQ3OqaOeH3pPemz5Pe+QNjRSSqvUpvdpTPlFeKE/0XtpXy3RcHByU+0eribLK+5DeU32/q+9Dygs9p50fSi+lW9c+pPRQuh5mH0rHhl5Hr1enbx/Sa+i1D7IPpTxVVCApvwJjlx1FSXkFejX1wtud/JXpUz82eXnK/VHVfSh9v+k19FptVdmHD/L9lvJDn6u9Dw0wQiozMxOvvPIK0tLSRNlDkxlu27YNTz75JExtJuapqxKw6UQaaAWT2QNDMaR9kKGTxZjBVXvgc/nyZTEnxvTp0/Gvf/0LsbGxeP3110WAQh0IKeghvr6+Gq+jx9JzdO/j46OZUGtreHp6amwTHKw5YZv0nvScrsCH2vI//PDDexN98KDyRCCpWxdo21ZZKK9bpzxJU6EukeYBSUigtj3N9woPB+rVA65fp6Ejms/VqQN07Kg80e/de286evVSnlQSE5UjYdTR/CINGwI3bgBxcZrPUfq6dlX+f//+e0+C3bopT770vqdOaeancWOgeXPlyZT2gzo6mUsng8OH7z2BduqkPKklJQEXL2o+FxQEhIUpT3LaeaWTX9++yv8fO3ZvoBERAQQEUGcxZZrV0THu0EF5Qt65U/la9fz06aP8P+172lfqQkOBBg2U+zY+XvM5+r5ERyv/r+vYPPGE8qR+9qwyXeqaNqXessrvwqFDms/Ra+i1JCZGGTCoo8+kz750iX48ynzdzVNWvWCM3H0b2YWlCHNW4CvPG7DcdzdPlEfKK6Hvg3YA07494OcHJCcr06zO3x+giwpKi6680rGhwOf4ceDWLc3n6JjSsaXfIT2vjr4L9J2gwEd6X7X8iPTSd4o6EaelKZ/XDkBrwY8//ghzWL9t4vJ4/HMmAzZWFljwYlteYJSxmgp8qK2camr+/e9/i8fh4eE4deqU6M9DgY8h0egMCsjUa3zE0FQqrNU7LNKVKaECnApqOhFLNRTq2rTRXVtB6MStHXxJJ2eqXZACFV3PU5BDJ1J1lA4peNJ+Lb2fRDp560oTBWQUoKjnh2ortIMnifrcMJGRumsrCAWglF91Uk0cfbauvEoowKxsH1IASidTXfuI7ikfFKyp50faFxTk6KqtkIInfftQV3ql1zZrBjRqpPmctA/peGu/Vn22YponprJ9SO9Jx+duAFoUFo4xm1Nw5VYB6nk44IeXQ+GgPoJL/dhQ/nXV+BAKUrQuIlTfbzpGuvIqvTcFOZXtQwqqtH8T0rGh10vvKwXUlEbpO0HDxps0Uf7fBObEMcaankkrlEGPnbUlFr8cgcdDtL4DjJmxag98aKSW9nwYzZs3xx9//CH+70cFJuiiO0NsK6HHbSiQuLsNVUerKysrEyO9pNfTPb1GnfRY2kbX6Ay63YMKcF0jNeikRScmel5X4CM1jehChXxlM9bSiUHX+2mfDHWhk5a+1+p7jk5aleWHTlr6XqtvJAsFZVJgpo0CCn3vq28f0rHSdbykY0PvW1l+amofqtcMaqumfVju6ISpe9Jx7Fou3BxssHRke9Tx0TP6RmpKe9h9WBl9+/BBvt/SMZKCQPV9aKwTL8p4NuYpK+Ox/XSGmN/px+HtuSM8YzU9qotGdJ07d07jb+fPnxejrwg1T1FgsmPHDo2aF+q7I82cSvfZ2dlitJZk586dojaJ+gJJ29BIr1K1/hY0Aozm59DVzMWYXEbgfJxkga3nbsHWylKstt5YX9DDmNY8T5tPpovvzncvR3DQw1htBD7Tpk0Ta95QU9fFixexYsUKMcR84sSJ4nmaWn/q1Kn45JNPREdomkGVOhoGBARgwIABqhqi3r17iw7RR44cwYEDBzBp0iTR8Zm2I0OHDhX9hmh+Hxr2vmrVKjEPh3pTFmNy893hVCxNU9aC/Pf5MHQI9jR0kphMfL71HNbEXRMdmRcODUc3bt5irHaautq3by+mf6f+NB999JGo4fnqq6/EvDySt956S6yNQ/PyUM1OdHQ0tm7dKiYilCxfvlwEO927dxejuQYNGiTm/pHQaIy///5bBFQ0CZm3t7eYFFF9rp9HJjXTqPf/kDPOj1FbF5+K2buuiP+/+2Qj01gh28SOkbFaeiAJi/dcEv//bGBr9GzJHZkZq4wFjWmHmXqUZe0Zq057z9/AqKWxKKtQYHR0MN7rp3vdKFMjx9+gsaWZlqGgGZlpcsI3e4Vg4uONDZ0kxoz6d8hrdTFmYCeuZWP8r3Ei6Hk6LADvPNXc0EliMlpwdPKKeNWMzK910xpxyBi7Bwc++tBQ3E2bdE9oJ0ecH6Nz+cYdjFgSK9ZPim7sjf/0agDLLZtlnSdTO0bGKqegFK/+Eof8knJENfTCxwNaiT6UjDH9OPC5H+35UeSO82M0MnKL8PKPR5CVX4LQum5ivhUajSPnPOlkavkxAhUVCkxZFY/krAIEejpg0UttxfB1xtj98S+FMQPILijByz8eRmp2IYK9nbBkZHs421X7WANmohbsvIjd526ICQoXDYvgBUcZewAc+DBWy/KLy0Tz1vmMO/B1tcPPozrA27mSSQYZ0xJ7JQvzdpwX///02VC0qqtnEkrG2D048GGsltdQoo7MCSnZYlbmn0dFItBTz2zQjGn165m6MkF0Zh4YXhfPRdQzdJIYkx2uW9eHllOgBT71LVMgJ5wfwy8n8FsC9l24CUdbK9G8FeLnIus83Zep5cfA3vvrlGgere/liI8GtDJ0chiTJQ589KFJ1/StgyQ3nB+Ddkad8cdJbE1MVy1F0TbIQ9Z5qhJTy48BbUtMx/rj12FlaYF5L4RznzDGHhI3delTWAgcP668NwWcH4OgOULfX5+IP45dEyetBUPD0bmxt6zzVGWmlh8DdoZ/Z+0p8f9XuzZEm0B3QyeJMdniwEefkhIgOVl5bwo4PwYJemgNpV8OXRULkf93cBh66VtOQAZ5eiCmlh8D+Wjjady8U4zGPs54vXsTQyeHMVnjwIexGjRvxwXVGkqfDgjFgPC6hk4Sk5nDl2/hz2OpInCe+1xr2NvwumeMPQoOfBirIRTwfPXPBfF/WntraGSQoZPEZIY6xFMzKXmxQxDCdfULY4w9EA58GKsBP+y7jM+2nBX/p4UjaeFRxh4UNZGeTc+Du6MN3uwZYujkMGYSOPDRx84OaNxYeW8KOD+1YtnBK/hk0xnxf+qP8UCrZRtpnh6aqeWnljs0f7ldOVHhW72awcOJZ2dmrDrweEh97O2B5ia0Ujbnp8b9EnNF1TRBK2VP69FE9nl6JKaWn1q0aPcl5BaVoZmfC4a0DzR0chgzGVzjo09ZGXDrlvLeFHB+arxZ4r2/ElVDjqmJ64FXyzayPD0yU8tPLUnLKcTSg1fE/9/qHSKmQWCMVQ8OfPTJzwcOHlTemwLOT43W9Ly3TjnPyriuDfF2n2YPHvQYWZ6qhRHmZ/bs2Wjfvj1cXFzg4+ODAQMG4Ny5czAm8/65gOKyCnRo4InHQ3wMnRzGTAoHPow9op8p6Llb0zO2SzBmPmzQw2rFnj17MHHiRBw6dAjbt29HaWkpevbsiXwjCc5SsgqwJu6aqraHv0uMVS/u48PYI/hpf5KYXE5q3nromh5Wa7Zu3arxeOnSpaLmJy4uDl27doWhfbv3EsorFOjSxBvtGngaOjmMmRwOfBh7SN/tvYR/b1YOWR//WCPM4KtzWcrJyRH3np66g4zi4mJxk+Tm5tZYWm7kFWP1UWVtz2vdHmA0IGPMeJq6PvvsM3EymDp1qupvRUVFoqrZy8sLzs7OGDRoEDIyMjRel5ycjL59+8LR0VFcjb355pso0+oguXv3brRt2xZ2dnZo3LixuHKrVnQSo1EppnIy4/xUm4U7L6iCntefaFx9QQ8fo1pVUVEhyqbOnTujVatWlfYJcnNzU90CA2tuhNVPB5JQUlYh1uLq2JBrexiTXeATGxuLb7/9Fq1bt9b4+7Rp07BhwwasWbNGtLdfv34dAwcOVD1fXl4ugp6SkhIcPHgQy5YtE0HNrFmzVNskJSWJbR5//HEkJCSIwmvMmDHYtm1b9WXA1RV48knlvSng/FTL2ltztp7Ff/5Wzq/yxpNNMb1nNdb08DGqVXQBdurUKaxcubLSbWbOnClqhaRbSkpKjaTlTnEZfo25qpoKgWsPGashihqSl5enaNKkiWL79u2Kxx57TDFlyhTx9+zsbIWNjY1izZo1qm3PnDmjoKTExMSIx5s3b1ZYWloq0tPTVdssWrRI4erqqiguLhaP33rrLUXLli01PnPIkCGKXr16VTmNOTk54nPpnrH7KS+vULz/1ylF/Rkbxe27PZcMnSTZM+RvcOLEiYp69eopLl++bBRp/iXmivhePT53l/iuMcZq5ndoXZNXUlQj06NHD3zyySeqv1MHQhpFQX+XNGvWDEFBQYiJiUHHjh3FfWhoKHx9fVXb9OrVCxMmTEBiYiLCw8PFNurvIW2j3qRW5bZ6auNX0D68y8YGcHQEsrOpPQ2IiNC8YnVzU97fuUPVU5ofQq+j19Nq1IWFms9ZWwNOTsrP0tVPwMUFsLRUDv3VnveEmgto9tvSUqCgQPM5KyvA2fl/edFGz9E21JwYE6OZH3pPem/6PO1RLXTFKW1H6VXfR4TyQnkqKqKdq/mcrS3g4KDcP7SftFVlH9J70nvr2ocVFUBqKn2hNPND95RuXfuQ0kPpeoh9WO7kjLfXnlKNtvm4VyO8HOal3FbfPqTjSce1qvuQtpHy5O1d+T5UPzZ5ecr9UdV9KH2/6TX0Wm1V2YdV/X6r56duXeX+oH1Px0B6vpZRrd3kyZOxdu1a0VweHGz45UQoTb8eUtb2DOtYH5Y8bw9jNaZGAh+qNj527Jho6tKWnp4OW1tbuLu7a/ydghx6TtpGPeiRnpee07cNBTOFhYVwoAJaR1v9hx9+eG+CaZ4ROhFIqIBu21ZZQFOhTScOKtAl/fsr7xMSgNu3Nd8rPByoVw+4fh04eVLzuTp1gI4dlSeyvXvvTUevXsqTSmKiMkhR17Il0LAhcOOGMk3aQYQ0GmX//ntPgt26KU++Fy7cmx9aToBm1qUTOO0HdXQyp2YKcvjwvSfQTp0ALy9qdwQuXtR8LigICAtT7kPtvNLJr29f5f+PHbs30KCTZECAMrChfaGOjnmHDsoT8oEDyufV89Onj/IETPue9pW60FCgQQPlvo2P13zOwwOIjlb+Xyu9xRXAtGxfbD5zA3Q++k/jCgy8cwHYq1yAFE2bAiEhyu/CoUOa70vpeuIJ5f8p6KSAQR19Jn32pUvA5cvKYEPKEx1zSjMFPdr7kPJIeSV0TLUDmPbtAT8/6iwHnFX2RVLx9wfatVOmRdf3kI4NBT7HjysnH1RHx5SOLf0O6Xl19F2g7wQFPtL7qudnwADld+r0aSAtTfm8dgBaC+iibMWKFfjrr7/EXD5SmUL9d3SVG7XhWHK2WJPLztoSg9rWNUgaGDMX1R74UPv3lClTxPwY9lTIGRFqq58+fbrqMQVJoqMiFdbqNTp0RUyoEKSTDz0v1VCoa9NGd20FoRM3ndC0T1ZS7YKuYbPS8/SZdCJVJ+1LCp60X0vvJ5FO3rrSREHOtWua+ZHWUFIPniTqfQwiI3XXVhC6Yqb8qqMATvpsfUOEKcCsbB9SAEonU137iO4pH0Q9P9K+oIBBV22FFDzp24dqz+WXlGP8H2ew78oN2FpZYv7AFujdWDNoV+1DOt7a70tBniQqqvJ92KiRMmCWgkDKEx1rQjVR+o4NBYq6anwIBSk+WhPgSd9vOka6jo303hTkVLYPKajS/k1Ix4ZeL72ven6k70SLFkCTJgar8Vm0aJG470YXBGqWLFmCESNGwBCW363t6R8WAHdHXpOLMVkFPtSUlZmZKUZbqXdW3rt3LxYuXCg6H1On5ezsbI1aHxrV5UeFqShT/XDkyBGN95VGfalvoz0SjB67urpWetVGo7/odg8qwHV1vqSTFp2Y6HldgY/UNKILFfJSQa+NTgy63k+iXrukjU5a+l6r7znaL5Xlh05a+l6rr3MqBWWVBbkUUOh7X337kI5VZYtb0rGh960sP9WwD2/nl2Dkr7FISMmGo60Vvnu5HaKbeFf+uurah1KepO/x/fah1JT2sPuwMvr24YN8v6X8SEGgeu2qATrwUrOSsS1GuvGksgZsWGSQoZPDmMmr9lFd3bt3x8mTJ8VIK+nWrl07DBs2TPV/Gxsb7NixQ/Uami6ehq9H0RWxuDCOEu9BAZSEapAoqGlBV4t3t1F/D2kb6T0Ye9S1kgZ/GyOCHjcHG/w6JlJ/0MPYQ9p8Ml0MYafFSGkYO2NMZjU+1GauPR+Gk5OTmLNH+vvo0aNFkxNNGEbBDHU0pICFOjYTmj6eApyXX34Zc+bMEW3w7777rmibl2psxo8fL2qQ3nrrLYwaNQo7d+7E6tWrsWnTpurLDF2pUhW9vitfOeH8VMmFjDwM/+kIrucUwc/VHr+M7oAmvnpqVaoTHyOzs/54qrgfEF6Xh7AzZqozN3/55ZewtLQUExfSKCsajfXNN9+onreyssLGjRvFKC4KiChwGj58OD766CPVNjQSg4IcmhNo3rx5qFevHn744QfxXtWGmi60+5jIGefnvuKuZmHU0qPIKSxFwzpO+HlUB9TzUGuaqWl8jMxKRm4RDidlif/3DfU3dHIYMwsWNKYdZoo6N9NIDpqUjGqe7kEjUWjEEnXeNbKO2g+F86PXtsR0vP5bvFgVOzzIHT8Nbw8Pp1ruaGpmx+i+v0EjVJ1pltZ6axvkjj9f61xtaWTM1OU+wu+QV2fXh+ZAoWHa2nPUyBXnp1K/xFzBhF/jRNDTvZkPlo+JrP2gh/AxMivrj18X90+HaY2KZIzVGF6klJm1igoFPtt6Ft/tvSwev9ghEB8/0wrWVnxNwGpWSlaB6DxPc0M91ZqbuRirLRz4MLNVVFqON1Yfx6a7Q4lp3a1JTzTmDqasVvxzRjkdR4dgT/i4mECzJmMywYEPM0s37xRj7M9HEZ+cDRsrC8x5rjWeDa9n6GQxM7LnvHJm8cdDtCaYZIzVKA589KEJ2mjm28omapMbzo9wPiMPo5bG4trtQjFHz+KXIhDVyEhGHvExMpvaxkOXlcuBdOPAh7FaxYGPPjRzLk3bbyo4P9h9LhOTV8Qjr7gM9b0c8dOI9mhUR8/s0bWNj5FZOJKUhaLSCjFPVFNfI/r+MWYGuAenPrSGFC3+qL2WlFyZcX5o1gYaOkw1PRT0UL+Kda91Nq6gx8yPkTk2cz3WtA73KWOslnHgow+tir17t/LeFJhpforLyvH2HyfFfCkVCmBwRD38OtpAw9Xvx0yPkbmhmkfyWMjdhWgZY7WGm7qYScvMK8KEX48h7uptMWz4X081x+joYL7KZgYdxn7pRj6sLC3QuTGv/8ZYbePAh5ms4ynZGP9rHNJyiuBib435L4bzCBpmcAcv3RT34YHuonM9Y6x2ceDDTNKaoyl4Z90psep1ozpO+P6VdmhobP15mFk6djVb3FM/M8ZY7ePA534sTawblInnh/rzfLzxNH49lCwe92juiy+GhMHVXkZX1iZ+jMxdfMptcR8e5GHopDBmljjw0cfNDejbFybDxPOTllMo+vPQMgBkao8meP2JJrCkzj1yYeLHyNzlFpXiQqayo3ebQHdDJ4cxs8SBDzMJ+y7cwJSVCcjKL4GrvTXmvRCOx5txfx5mXE6k5EChAAI9HVDHxc7QyWHMLHEdtD40BHfvXtMZimuC+SnfswdfbT6FV346IoKelgGu2Di5i3yDHhM8RiaVn0cUn3y3mSuQm7kYMxSu8dGHJl3LyTGdyddMLD83cgsx9WAeDuQoT6ovtA/EB0+3hL2NFWTLxI6RyeXnEUnNsOFB3MzFmKFw4MNkaf+Fm5i6Mh438y3gYGOJTwaEYlAELzLKjBfNHh6vCny4xocxQ+HAh8lKaXkFvtx+Hov2XBJ9JUIcFfh6WBs0buRv6KQxpldyVoFojrW1tkQLf1dDJ4cxs8V9fJhsJN8qwODFMfhmtzLoebGNH/5qrUBjb0dDJ43JyN69e9G/f38EBASIGbzXrVtXK58bn6ys7WkV4CqCH8aYYXCNjz6OjkBEhPLeFMg0P9RE8OexVLy/PhF3isvEqK3ZA1ujb3Nv4Ia/7PJjisdITvnJz89HWFgYRo0ahYEDB9ba555JyxX3oXXdau0zGWP3qvbLjtmzZ6N9+/ZwcXGBj48PBgwYgHPnzmlsU1RUhIkTJ8LLywvOzs4YNGgQMjIyNLZJTk5G37594ejoKN7nzTffRFlZmcY2u3fvRtu2bWFnZ4fGjRtj6dKl1ZsZGxsgIEB5bwpkmJ/sghJM+i0eb6w5LoKe9g08sGVqV/Rt7S/L/NyXqeXJCPPTp08ffPLJJ3j22Wdr9XMv3VB2wm/swzOIM2ZSgc+ePXtEUHPo0CFs374dpaWl6Nmzp7jKkkybNg0bNmzAmjVrxPbXr1/XuPIqLy8XQU9JSQkOHjyIZcuWiaBm1qxZqm2SkpLENo8//jgSEhIwdepUjBkzBtu2bau+zBQXA5cvK+9Ngczys+f8DfT6ai82nUgTCzr+X8+mWDkuCnXdHWSZnyoxtTyZQH6Ki4uRm5urcXsYl28oy8BGvHQKY4alqGGZmZkK+pg9e/aIx9nZ2QobGxvFmjVrVNucOXNGbBMTEyMeb968WWFpaalIT09XbbNo0SKFq6urori4WDx+6623FC1bttT4rCFDhih69epV5bTl5OSIz6V7nbKzFYr165X3pkAm+blTVKr4158nFPVnbBS3x/+zS5GQfFu2+Xkgppan++Tnvr/BGkafvXbtWr3bvP/++2I77duDpLm4tFzRcOYm8X1OzymshpQzZt5yHqHsqPE+Pjk0hwcAT0/lgnxxcXGiFqhHjx6qbZo1a4agoCDExMSgY8eO4j40NBS+vr6qbXr16oUJEyYgMTER4eHhYhv195C2oZoffVdudJOortwojaIMvIuq5alPQkUFdQhQPq89DT+hSdm05yeh19HrS0qAwkLN56ytAScn5Wfpump0cVGua0SfqdWsB3t7wM4OKC0FCgo0n7OyApzvXkVqp5XQc7QNpUc7P/Se9N70eWq1coKFBeB6d/QJpVd9HxHKC+WpqOjeK3pbW8DBQbl/dE1eV8k+PHg1GzO2XELKbeW+GxHhjxmPN4CDjYUy3dI+pGNDj7XzQ+mldOvah5QeStfD7EPp2NDr6PXq9O1Deg29tqr7UD1P+vah+rHJy1PuD13fQ3pPem916t9veq22quzDqn6/1fOjax8+ZO1JbZo5cyamT5+uUW4EBgY+0HskZ+WjvEIBZztr+PCMzYwZVI0GPhUVFSIQ6dy5M1q1aiX+lp6eDltbW7i7a07gRUEOPSdtox70SM9Lz+nbhgqlwsJCOFABraP/0YcffnhvQg8e1Ox8Wbcu0LatsmBPTFT+jQp0Sf/+yvuEBOC2ciZWlfBwoF494Pp14ORJzefq1AE6dlSeyGg2W229eilPKvSZWn2e0LIl0LAhcOMGRY/3BhFduyr/v3//vSfBbt2UJ52LF+/NT+PGQPPmyhMT7Qd1dDJ/8knl/w8fvvcE2qkT4OVF7Y7K91YXFASEhSlPctp5pZOftH7TsWPis/PKgM+vWuDXdOW6WtScNbdzHXTKvgLEpP7vtXTMO3RQnpApvdr56dNHeQKmfU/7Sl1oKNCggXLfxsdrPufhAURHK/+v69g88YTyM86eBVLV0kOaNgVCQpTfhUOHNJ+j19BrSUyMMmBQR59Jn33pkrJJiIIEKU90zCnN0uzH6iiPlFdC3wftAKZ9e8DPjzrLKdOszt8faNdOmRZdeaVjQ4HP8ePArVuaz9ExpWNLv0N6Xh19F+g7QYGP9L7q+RkwQPmdOn0aSEtT/k07ADVC1IeQbo/iYqYyIG5Yx0mMJGOMmWjgQ319Tp06hf10MjbmKzcqrKWrZyJ1xKTgiU4+9LxUQ6GuTRvdNT6EOnTSCU37ZCXVLkiBiq7n6TPpRKqOThhS8KT9Wno/iXTy1pUmCnKuXdPMj1SgqwdPEvUCOjJSd20FCQ5W5lcdBXDSZ+vKq6RtW+w6fwPvbL2E67nKWqNh7evh7b4t4GJRARQF6d5HdE/5IOr5kfYFBQy6aiuk4EnfPtSVXum1zZoBjRppPiftQzre2q9VX5k8KqryfUjvSQGzVNtEeaJjTagmSt+xoVFTump8CAUpPlrLd0jfbzpGuvIqvTcFOZXtQwqqtH8T0rGh10vvq54f6TvRogXQpIlsanyqw+Wbyho77t/DmAkHPpMmTcLGjRvFnBn1qEC/y8/PT3Razs7O1qj1oVFd9Jy0zZEjRzTeTxr1pb6N9kgweuzq6qqztkfvlRsV4OqBj4QKaqploStZ9RofidQ0ogu9VirotdGJQVcgJdH1WeonLX2v1fcc1fpUlh86ael7ra79ox6USYGZNgooKnnfG3nF+HjjBaw/fl08DvJ0xGcDQ9Gpsff/NqrsSpsCCspHZfmpqX2ob1h2dexDeg8pT9L3WM8+FKSmNF1o/+nbhw/7Pazq91s9P1IQqL4PDVD7cefOHVxUq6GkgRI0QIKa46nJvSZculvj06iOnn3KGJPnqC7qL0hBz9q1a7Fz504EU22AmoiICNjY2GDHjh2qv9Fwdxq+HkVXxOLCOAonT55EZmamahsaIUZBTQu6Wry7jfp7SNtI71EtqOCnZhV9JwA5MZL8VFQosCo2GT2+2COCHksLYHR0MLZO7aIZ9MgkP9XK1PJkhPk5evSo6CdIN0K1wPR/9VGjNTWUnWt8GDPBGh9q3lqxYgX++usvMZeP1CfHzc1N1MTQ/ejRo0VhQ1dYFMxMnjxZBCzUsZnQ8HcKcF5++WXMmTNHvMe7774r3luqsRk/fjwWLlyIt956S0xERkHW6tWrsWnTpurLDDUfUFU/XbWqN1nIlRHk51x6Ht5ZexJHryr7RtHU/Z8NCkXreu6yzE+1M7U8GWF+unXrJi7Qagt9lhT4NOTAhzGDq/aSaNGiRWIkFxUu/v7+qtuqVatU23z55Zfo16+fmLiwa9euotnqzz//VD1vZWUlmsnongKil156Ca+88go++ugj1TZUk0RBDtXy0Cys//3vf/HDDz+IkV3VhjqM0rxAuka+yJEB80OTD36y8TSemr9PBD2OtlZ4t29zrJ/U+eGCHlM8PqaYJ1PLz0O4eacEeUVlomazvpfxzGDNmLmq9hqfqlxJ2dvb4+uvvxa3ytSvXx+bN2/W+z4UXMVrj85hRoWatdYlpGL2lrOiTw/p3dIPs/q3QIA0ESFjJkyq7Qn0dIS9jVonesaYQfBaXazGxCffxkcbT6sWZ2zg5YgPnm6JbiFao4wYM2GqZi5v4+nnxJg548CHVbvr2YWYu+0c1sYr57uhZq1JTzQWHZjtrPmKl5mXpLtLVXD/HsaMAwc+rNrkFpVi8e5L+HF/EorLlPPKDGpbD2/1DoGvayXD3RkzcZl3m3j93fg3wJgx4MBHH5p3hWbHVZ/cTs5qKD/FZeVYfigZC3ZewO0C5VIEHYI9Reflh+64bI7HxxTzZGr5eQg37ygDH29nXqqCMWPAgY8+NLmaNButKajm/JSVV+DP+FTM++cCUrMLVVPyz+jdDD1b+Nb81PymdnxMMU+mlp9HCHzq8BpdjBkF8y6R7ofWGaI1n2j5AyOagM3Q+aHFFjeeuC4Cnss3lf0XfF3tMKV7Uzzfrh6srWppvhZTOz6mmCdTy89DDmcnXOPDmHHgwEcfmniNFrrUXq/ITPMjBTwLdl7ExUzlSBUPRxtM6NYIr0Q1qP2huqZ2fEwxT6aWnwdUWl6BrHwp8KlkiQ/GWK3iwIdVqfBeF5+Kb3ZfQtLdGh5Xe2uM7dIQI6OD4WzHXyPGdJGCHitLC3g4cuDDmDHgMxarVH5xGVYfTcH3ey/jek6R+Ju7ow1GdQ7GiM4N4Gp/d5VvxphO0qSdXk62sKSpmxljBseBD7tHZm4RlsVcwa+HkpFTWKrqnzCmSzBe6lifa3gYq6IbPKKLMaPDZzB9HByUnTLp3gzyc/JaDpYcSMKGE9dRWq5QzbY8tmtDMR+P0U23b2rHxxTzZGr5eUA379b4ePOILsaMBgc++tjaAg0awJTzU1Raji2n0vBzzFXV0hIkor6H6MPzZAtf0T/BKJna8THFPJlafh56RBf372HMWHDgo09pKZCRAfj6AjY2JpWfy9nFWBmbgjVHU1STDtpYWaBvqD9Gdg5GWGANTjxYXUzt+JhinkwtPw+I5/BhzPhw4KNPQQFAq7937Qq4uUHu8rPzsHlrPNYUu+NISq7q7wFu9nixQxBe6BAkrwLaxI6PSebJ1PLzkJ2b63AfH8aMBgc+Jo5mV465fAtrj6Vi66k0FJTS5IK5oNarx0N8RLDzeEid2pt0kDEzwstVMGZ8OPAxQRUVCsQl38bG49ex6WSaqp8BaWCvwODIBhjYqRH83cyzwyljtYUDH8aMDwc+JjTJYGxSFrYmpuPvxAyk5yrn3ZFmV+7b2h/PNnFH20sJsOgUCHDQw1iNky46ZNWEzJiJ48BHH1pR2sPDaFeWvp1fgr0XbmDn2UzsOpuJ3KL/LQvgYmeNJ1v6ol9rf3RpUgc21JR15w5w23jzY2rH56GYWp5MLT8PgJerYMw4ceCjj7MzEB0NY1FSVoGElGzsv3gTe8/fwIlr2ahQTrcjeDrZokdzH/Ru5YfOjb1hZ21l1Pl5ZKaWH1PMk6nl5wHwchWMGScOfIwYzbFzPCUbsVeycDgpC3FXb6OgpFxjm2Z+LugW4iMCnvAgD+Odc4cxMx3RRRckvFwFY8ZD9oHP119/jblz5yI9PR1hYWFYsGABOnToUD1vnpMD7N1bK0NxqUPy5Zv5OJWaI2p14lOycfp6jmoGZQmt+RPVyAtdm9RBdBNvBLg7GGV+aoWp5ccU82TE+anRskNtuQoeys6YcZF14LNq1SpMnz4dixcvRmRkJL766iv06tUL586dg4+PD4yRQqEQHR4v3biDCxl5OJeRhzNpdMu9pzZH6hTZvoEHIoO90CHYEyG+Lnz1yJgMyg5eroIx4yTrwOeLL77A2LFjMXLkSPGYCrFNmzbhp59+wttvv22wwIYW9szILUZaTiHScopw7XYBUrIKceVWPpJu5iNPrROyOnsbS7QMcENoXTeEB7kjPNADgZ4OsLDgQIcxuZUdvFwFY8ZJtoFPSUkJ4uLiMHPmTNXfLC0t0aNHD8TExFTb59wqBf5OSEep7W3R7FRcVo6iknLk0624TAQxFOjcLigRnRlv5ZeITsj6UBxT191B1N409XMR/XRa+Lsi2NuJJxJkzETKDtVyFdzUxZhRkW3gc/PmTZSXl8OX1gBSQ4/Pnj2r8zXFxcXiJsnNzf1fPwSFWl8aWlPI0ZE63iA1uxAzj1x84PS5OVjD38UW/i52qOdmj0B3O9T3ckL9up5o4OkI+8J8rVdUAFLFTn4+UKZVK2RvD9jZKdc+omUA1NFQYRo9I+VFGz1H2xQWKt9bfRt6T3pv+jx6TjtCc3VV/p/2lfo+Ik5OgLU1UFREO/fexSlpRe7ycuUw+nt20N3+HvQcbaOO9j0dA3pPem919Hn0uRUVynxo54fSS+nWtQ8pPZSuh9mHLi50dlS+jl6vTt8+pNfQa6u6D9XzpG8fqh+bvDzl/qjqPlT7fovXaqvKPiwpUX6fdB0byqP6b0vKj659KG1nxGVHpeVGVZer4KYuxoyKbAOfhzF79mx8+OGH9z5x8KDyRCCpWxdo21YU5B62lujhUQFbSwtYWwB2loBDowZwsLWCc3oqnEsK4W4NcfO0ATzbtESdJvVhn5oCnDxJZ3ble1IZWFoH8GugPJlQh09tvXopTyqJicqFHdW1bAk0bAjcuAHExd0bRFDnUbJ//70nwW7dlCedtDTlCZ7WTqITEGncGGjeXHliov2gjk7mTz6p/P/hw/eeQDt1Ary8gKQk4KJWcBgUBISFKU9y2nmlz+7bV/n/Y8fuDTQiIoCAACA1Vbkv1NHJijqg0j6kfGjnp08f5QmY9j3tK3WhocqVwmnf0mvU0Vwz0rBrXcfmiSeUJ3U6MVK61DVtCoSEALdvA4cOaT5Hr6HXEqpNoIBBHX0mffalS8Dly8pjJ+WJjjelmYIe7TRRHimvhL4P2gFM+/aAnx+QnKxMszp/f6BdO2VadOWVjg0FPsePA7duaT5Hx5SObXq68nl19F2g7wQFPtL7queH+s7Qd+r0aeV3kWgHoHIqN+6jdT03USvcxPdu4MsYMwoWCuqUItPqakdHR/z+++8YMGCA6u/Dhw9HdnY2/vrrrypduQUGBiInORmu0tVzVa6Iq1JbUdUrYnXSFXFN1vhon3jlXOPzsLUVxlzjo84Uanzusw/pN+gWFIScnBzN36ARlR2Vlhu1mGbGmCZRdri5PdTvULY1Pra2toiIiMCOHTtUhVdFRYV4PGnSJJ2vsbOzEzedJ2FdO45OGHQl3qyZZo2QRDpR6k6g8qYLnVT0De2lk0dl6KSl77X6nqMTUmX5oZOWvtfq+2LRSZ9uulBAoe999e1DOla6jhehEyjtC6rN0JWfmtqHur4H1bkPKSiQ8kRBRlX2oRRYPcw+fNjvYVW/3+r5kWrl1PehATruP2jZUWm5wRiTJVn3pKXhqN9//z2WLVuGM2fOYMKECcjPz1eN1HhkdFVKzRraV/hyxfkxfqaWJyPNT42XHYwxoyXbGh8yZMgQ3LhxA7NmzRKTkLVp0wZbt269p9MiY4yp47KDMfMl68CHUNV0ZU1bjDFWGS47GDNPsg98HoXUr7vS4an0d+qjQPemMIkg58f4mVqe7pMf6bcnpzEW9y03GGM17lHKDrMOfPLujmihERqMMcP+FmmEhhxwucGYvMsO2Q5nrw40kuP69etwcXHRuSyENGw1JSXFJIatcn6Mn6nl6X75oeKHCq6AgAAxe7IcmFu5YYp54vzIPz+PUnaYdY0P7ax69erddzva8abwZZJwfoyfqeVJX37kUtNj7uWGKeaJ8yPv/Dxs2SGPSyzGGGOMsWrAgQ9jjDHGzAYHPnrQbK3vv/++yczayvkxfqaWJ1PLj7nm2dTyxPkx7/yYdedmxhhjjJkXrvFhjDHGmNngwIcxxhhjZoMDH8YYY4yZDQ58GGOMMWY2OPCpxNdff40GDRrA3t4ekZGROHLkCORg9uzZaN++vZhV1sfHBwMGDMC5c+c0tunWrZuYcVb9Nn78eBirDz744J70NmvWTPV8UVERJk6cCC8vLzg7O2PQoEHIyMiAsaLvlXZ+6EZ5kMPx2bt3L/r37y9mTKW0rVu3TuN5Gi9Bq577+/vDwcEBPXr0wIULFzS2ycrKwrBhw8TkZO7u7hg9ejTu3LkDU8Blh3EwtXKDcNmBaik7OPDRYdWqVZg+fboYTnfs2DGEhYWhV69eyMzMhLHbs2eP+BEcOnQI27dvR2lpKXr27In8/HyN7caOHYu0tDTVbc6cOTBmLVu21Ejv/v37Vc9NmzYNGzZswJo1a0T+aTmBgQMHwljFxsZq5IWOExk8eLAsjg99l+g3QSd4XSit8+fPx+LFi3H48GE4OTmJ3w+daCRUcCUmJoq8b9y4URSI48aNg9xx2WFcTKncIFx2oHrKDhrOzjR16NBBMXHiRNXj8vJyRUBAgGL27NkKucnMzKTpChR79uxR/e2xxx5TTJkyRSEX77//viIsLEznc9nZ2QobGxvFmjVrVH87c+aMyHNMTIxCDuhYNGrUSFFRUSG740P7ee3atarHlAc/Pz/F3LlzNY6RnZ2d4rfffhOPT58+LV4XGxur2mbLli0KCwsLRWpqqkLOuOwwHqZebhAuOxQPVXZwjY+WkpISxMXFiSo29bV56HFMTAzkJicnR9x7enpq/H358uXw9vZGq1atMHPmTBQUFMCYUXUnVY82bNhQRPzJycni73Ss6MpU/XhRdXZQUJAsjhd933799VeMGjVKY8FLuR0fSVJSEtLT0zWOB62nQ00+0vGge6qibteunWob2p5+Z3SVJ1dcdhgfUy03CJcdD192mPUipbrcvHkT5eXl8PX11fg7PT579izkhFaRnjp1Kjp37ix+BJKhQ4eifv36okA4ceIEZsyYIdry//zzTxgj+uIvXboUISEhour2ww8/RJcuXXDq1CnxQ7G1tRU/Bu3jRc8ZO2rjzs7OxogRI2R7fNRJ+1zX70d6ju6pD4k6a2trcYKVwzGrDJcdxsWUyw3CZcfDlx0c+Jgwaq+nH7l6uzZRbw8NDQ0VHcm6d++OS5cuoVGjRjA2ffr0Uf2/devWokCjH/fq1atFBzg5+/HHH0X+qKCS6/FhpscUyg5TLjcIlx0Pj5u6tFAVoZWV1T29++mxn58f5GLSpEmi49euXbtQr149vdtSgUAuXrwIOaCrtKZNm4r00jGhKl+68pHb8bp69Sr++ecfjBkzxmSOj7TP9f1+6F67s29ZWZkYrWHsx0wfLjuMm6mUG4TLjkcrOzjw0ULVnxEREdixY4dGtS89joqKgrGjPmNUcK1duxY7d+5EcHDwfV+TkJAg7unqQA5o6CJdwVB66VjZ2NhoHC+q2qW2fGM/XkuWLBHVtn379jWZ40PfNyqA1I9Hbm6uaH+Xjgfd0wmH+llI6LtKvzOpoJYjLjuMm6mUG4TLjrhHKzuqrYu2CVm5cqXoSb506VLRi3zcuHEKd3d3RXp6usLYTZgwQeHm5qbYvXu3Ii0tTXUrKCgQz1+8eFHx0UcfKY4ePapISkpS/PXXX4qGDRsqunbtqjBWb7zxhsgPpffAgQOKHj16KLy9vcWoEzJ+/HhFUFCQYufOnSJfUVFR4mbMaLQPpXnGjBkaf5fD8cnLy1PEx8eLGxUhX3zxhfj/1atXxfOfffaZ+L1Q2k+cOKF45plnFMHBwYrCwkLVe/Tu3VsRHh6uOHz4sGL//v2KJk2aKF588UWF3HHZYTxMsdwgXHb0fuSygwOfSixYsEB8uWxtbcUQ1UOHDinkgL5Mum5LliwRzycnJ4sfgqenpyigGzdurHjzzTcVOTk5CmM1ZMgQhb+/vzgWdevWFY/pRy6hH8Vrr72m8PDwUDg6OiqeffZZUWAbs23btonjcu7cOY2/y+H47Nq1S+d3bPjw4aphqe+9957C19dX5KF79+735PPWrVuisHJ2dla4uroqRo4cKQpFU8Blh3EwxXKDcNlx65HLDgv6p3orrBhjjDHGjBP38WGMMcaY2eDAhzHGGGNmgwMfxhhjjJkNDnwYY4wxZjY48GGMMcaY2eDAhzHGGGNmgwMfxhhjjJkNDnwYY4wxZjY48GGMMcaY2eDAhzHGGGNmgwMfxhhjjJkNDnwYY4wxBnPx/0WkgEaFQMVyAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 36
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
